{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Seaborn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seaborn is a library for making attractive and informative statistical graphics in Python. It is built on top of matplotlib and tightly integrated with the PyData stack, including support for numpy and pandas data structures and statistical routines from scipy and statsmodels.\n",
    "\n",
    "Library documentation: <a>http://stanford.edu/~mwaskom/software/seaborn/</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Themes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# global config settings to control things like style, font size, color palette etc.\n",
    "sb.set(context=\"notebook\", style=\"darkgrid\", palette=\"dark\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAV0AAABGCAYAAABv7kdbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAAYFJREFUeJzt2EEqRlEAhuF7pUgWYGI9dmFkB0Jm/0zIDozswnpMLECi\n",
       "5JhL/+x/r3ie6TmDr269ne48xpgAaGwtPQDgPxFdgJDoAoREFyAkugAh0QUIba87fHv/GLs7a68A\n",
       "8M18cjaN+9v5p7O1Rd3d2Z7mw9VGRv0G42k1bZ0fLD1jYz5vnqe7vR+/+59w+jqmi/lh6RkbcT2O\n",
       "p8er/aVnbMzR5cs0n5wtPWMRfi8AhEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHR\n",
       "BQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJ\n",
       "LkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBI\n",
       "dAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFC8xhj6Q0A/4aXLkBIdAFCogsQEl2AkOgChEQX\n",
       "IPQFu2UddlnlgNcAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17a55978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAcwAAABGCAYAAABBh6SMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAAcNJREFUeJzt2DFqFVEAhtE7khSSXbgBUUFwEzY2gqlSCHYRC9dgIdoJ\n",
       "Kawi2Ni4CUEw4gayi0cKhbG3eHzNeDWcU85M8d/q486yrusAAPa7MXsAAPwPBBMAAsEEgEAwASAQ\n",
       "TAAIBBMAgoN9L9efv9blcO8nAHCt7E4ux9H7W8ufz/fWcDk8GFfPX223arKbb16O72/vzp6xmTun\n",
       "F+Pd+fU937Pji3Hv89PZMzbx7eHZuP/pw+wZm/n66Ml48PHH7Bmb+fL49jh/vZs9YzPHL47G7uRy\n",
       "9oy/zi9ZAAgEEwACwQSAQDABIBBMAAgEEwACwQSAQDABIBBMAAgEEwACwQSAQDABIBBMAAgEEwAC\n",
       "wQSAQDABIBBMAAgEEwACwQSAQDABIBBMAAgEEwACwQSAQDABIBBMAAgEEwACwQSAQDABIBBMAAgE\n",
       "EwACwQSAQDABIBBMAAgEEwACwQSAQDABIBBMAAgEEwACwQSAQDABIBBMAAgEEwACwQSAQDABIBBM\n",
       "AAgEEwACwQSAQDABIBBMAAgEEwACwQSAQDABIBBMAAgEEwCCZV3X2RsA4J/nhgkAgWACQCCYABAI\n",
       "JgAEggkAgWACQPAbQxckyJWg960AAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17a559b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAcwAAABGCAYAAABBh6SMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAAaRJREFUeJzt2LFN5GAYRdF/RkwnDrcFSiB2SAdoS6CEFR0QOp4SaIHQ\n",
       "nSBh8g1GNxkMo3NCO3lfdGUftm0bAMBlx70HAMBvIJgAEAgmAASCCQCBYAJAIJgAENxdevn58bEd\n",
       "T6fv2gIAu1vn85iWh8P/zy8G83g6jfVxvt6qnU2vy1jfbvi++2W8rLd739O0jHl93nvGVSzT85jf\n",
       "171nXM3yZxrz3xu+7980Xufbve9xmcY6n/ee8e38kgWAQDABIBBMAAgEEwACwQSAQDABIBBMAAgE\n",
       "EwACwQSAQDABIBBMAAgEEwACwQSAQDABIBBMAAgEEwACwQSAQDABIBBMAAgEEwACwQSAQDABIBBM\n",
       "AAgEEwACwQSAQDABIBBMAAgEEwACwQSAQDABIBBMAAgEEwACwQSAQDABIBBMAAgEEwACwQSAQDAB\n",
       "IBBMAAgEEwACwQSAQDABIBBMAAgEEwACwQSAQDABIBBMAAgEEwACwQSAQDABIBBMAAgEEwACwQSA\n",
       "QDABIDhs27b3BgD48XxhAkAgmAAQCCYABIIJAIFgAkAgmAAQfAHNmSR7wyaIJQAAAABJRU5ErkJg\n",
       "gg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17b5f550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# seaborn has some nice built-in color palette features\n",
    "sb.palplot(sb.color_palette())\n",
    "sb.palplot(sb.color_palette(\"husl\", 8))\n",
    "sb.palplot(sb.color_palette(\"hls\", 8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAZQAAABGCAYAAADrRGIwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAAbBJREFUeJzt2CFuVVEYRtHzmtdUgGUCtAPoAPCYigp8kxo8kgTVpLIe\n",
       "Q4JHVGDwHQAD4DEBLBUEwmUAJDXs2xOatewxn9v5z2ZZlgEA/2pv9gAAHgZBASAhKAAkBAWAhKAA\n",
       "kBAUABLbux5//lqW/e3mvrYA8B/YnZ2Mw/cf/4rDnUHZ327G+cW39VZN9u7Nk3F1/Xv2jNW8Ot0b\n",
       "nz7/mD1jNc+PD8bX3ZfZM1bx9PBo3N58mD1jNY+evRjf376ePWM1j19ejt3ZyewZ986XFwAJQQEg\n",
       "ISgAJAQFgISgAJAQFAASggJAQlAASAgKAAlBASAhKAAkBAWAhKAAkBAUABKCAkBCUABICAoACUEB\n",
       "ICEoACQEBYCEoACQEBQAEoICQEJQAEgICgAJQQEgISgAJAQFgISgAJAQFAASggJAQlAASAgKAAlB\n",
       "ASAhKAAkBAWAhKAAkBAUABKCAkBCUABICAoACUEBICEoACQEBYCEoACQEBQAEoICQEJQAEgICgAJ\n",
       "QQEgISgAJAQFgISgAJAQFAASm2VZZm8A4AFwoQCQEBQAEoICQEJQAEgICgAJQQEg8Qdo5iEbu2ev\n",
       "pAAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17a55630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# matplotlib colormap of evenly spaced colors\n",
    "sb.palplot(sb.color_palette(\"coolwarm\", 7))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAcwAAABGCAYAAABBh6SMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAAcBJREFUeJzt1yGKlVEch+HzXVyBG7grGBExTxMEwWAeMFkMNrlruNgM\n",
       "FpMweYIgCDaziOgKZgMuYT674fKWz6P4PPGc8msv/2Vd1wEAnLabPQAA/gWCCQCBYAJAIJgAEAgm\n",
       "AASCCQDBrVOf683Nuuw0FYD/x9n+fPy4/rz8/n4ymMtuN35+/7Ldqslu37k/rt9/mD1jM/vHj8a3\n",
       "15ezZ2zm7ouL8fHlm9kzNvHw1fPx9uI4e8Zmnl0exuHBYfaMzRw/HceTe09nz9jM1dd342x/PnvG\n",
       "H+d8BIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwA\n",
       "CAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEg\n",
       "EEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBA\n",
       "MAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgWNZ1nb0BAP56LkwACAQTAALBBIBAMAEg\n",
       "EEwACAQTAIJfldsjGDxlD4AAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x180586a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sequential palette with linear increase in brightness\n",
    "sb.palplot(sb.cubehelix_palette(8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1815b5f8>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAfEAAAFkCAYAAAAwmQKNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvXeQJNd95/l5LzPLV3VX+/F+egYeA2DgnQgCBAkCpEgt\n",
       "yT3ppNuNkI6UKN6uNhgnaY8UT25X0m1Q4kkKcfdutdJR9JRIgiQAgoQHBm7gB9Mzg/GmfXmbme/d\n",
       "H9ndMxiMqe6p6q7ueZ+IjDKdVe9VdVZ+82fe7ye01hgMBoPBYFh8yIWegMFgMBgMhrlhRNxgMBgM\n",
       "hkWKEXGDwWAwGBYpRsQNBoPBYFikGBE3GAwGg2GRYkTcYDAYDIZFij3fAw4ODlrAfwU2Axr4X4eG\n",
       "ht6a73kYDAaDwbDYWQhL/D5ADQ0N3QL8R+CPF2AOBoPBYDAseuZdxIeGhr4P/MbUw7VAZr7nYDAY\n",
       "DAbDUmDe3ekAQ0ND/uDg4N8DHwU+vhBzMBgMBoNhsSMWsuzq4OBgP/A8sHVoaKhypn201loIMb8T\n",
       "MxgMBoNh4WhY9BYise1XgJVDQ0N/ClQANbWdESEEY2OF+ZreRUlvb9J8xy3GfMetx3zH84P5nltP\n",
       "b2+y4X0Xwp3+HeDvBwcHnwAc4HNDQ0O1BZiHwWAwGAyLmnkX8Sm3+Sfme1yDYT7wtY9C4SkXH5/p\n",
       "YFXIVRS8EgiwsZBYWNJCIpHClGswGAxzY0ES2wyGxYyvfaqqgqtdfO3hTW1aq0C0hUYg3iXOdt2l\n",
       "oEoAaK3RKFSwK0JILGFhYQW3wiEsQoRlxAi8wWA4J0bEDYbz4CqXsirh6jp1VcfXPlIITk24FCIQ\n",
       "40YQQiCwgvWdU2+hUXgoPO2CrlLUCq01lrBwRAhHhoiIKGEZxiR6GgyGaYyIGwxnoOKXKasSdVXD\n",
       "w8MSVvAHAdY8WMdSyBmBd6njqjpFXQA0tggRliFiIk7YirR8LgaDoX0xIm4wTFHzaxRVnqqqotFI\n",
       "IQLRxlroqQEE80Gg8Kgoj5IuIjxJSIaJiigxK27c7wbDRYYRccNFjdKKgp+josp42kUKK3CNN75M\n",
       "c8GYFmxX16irKlkvQ0iGicmYEXSD4SLBiLjhosRTHnk/S1mVZsROivawuOeCEAIhwKNOzq+R9TKE\n",
       "rQgxGSduxRd6egaDoUUYETdcVNRVjbyfo+pXkHJpLu+aFnRX18h4VbLeJFEZI2ElCcnQQk/PYGgb\n",
       "du58iS984XdZt249QghKpRLLl6/gi1/8IwqFAn/9119mZGQYpRR9ff189rP/jq6ubnbufInvf/97\n",
       "fOlLf7LQH8GIuOHiwFMeWX+SqqoghUTKpSfeZ0JOZbJXdZmSWyAkwsStBAmr8YpQBsNSRQjBtddu\n",
       "5w/+4GQzzS996T/y1FOP853vfJNPfepXuOWW2wB46aUX+Pzn/x1f/erfL9Bsz4wRccOSRmlF1stQ\n",
       "9otL1vJuFEtY+HjkvAw5L0vMipOyOk5m3hsMFxlaa07tH+K6LhMT4xw/fox4PDEj4ADXXrudFStW\n",
       "8OqrO9tqmacRccOSJeflKPo5hBAXjeXdCNMnoIoqUfIKRKwoKauDkAwv8MwMhvln586X+Oxnf4NM\n",
       "JoOUggce+EXS6W7Gx8ffs+/y5SsZGRlmYGDZAsz0zJgzm2HJUVc1huvHKPr5trpibkeklNR1jRF3\n",
       "mNH6CBX/jM0EDYYly7Zt1/KVr/wdf/M3/xXbdhgYWE5vby/Dw8ffs++RI4fp7x9YgFmeHSPihiWD\n",
       "0opJd4JRdxiFwuh341hC4lFnwhtluH6Mkl9a6CkZDPNKKtXBF77wh/zn//xHLF++gomJCZ555qmZ\n",
       "v+/Y8SzHjx/l6quvYSFbeJ+OcacblgRVv8KkNw6CizrufaFIIVEoMt4EeT9L0uogYSUWeloGQ0sQ\n",
       "p5VPXrt2HR//+Cf48pf/gj/7sy/zl3/5F/zjP/53APr7+/mzP/vLmde0i5dPtNMVxVnQpndta1nM\n",
       "/YG11mT9DCW/OJOJ3Y6kO+NksovPulVT9dsXg5gv5uN4MWG+59bT25ts+GRmLHHDoqWu6kx6YzMN\n",
       "SQzNRwqBRpH1Jin4WVJW2hSPMRjaCCPihkVJwcuT8zJIKRfUrVVVVXLeJDk/S8kvUlNVqqpCVVep\n",
       "qRoahUZjZSWe52MJi5AI4cgwoal2owmZJGmlSFhJElaqLQuyBGKuyXgTM2Ies2ILPS2D4aLHiLhh\n",
       "UaG1ZsIbC4q2zPOysaJfYKR+nBH3BGPuCFkvQ01Xz7q/CLqKIwDpSTTgaw/NuUNYURmj2+6hy+ml\n",
       "2+6h2+6l0+5qi1i/FAKFYtIbo+CH6LDSREwnNYNhwTAiblg0eMpj3BuZcp+3XtBqqsqR2iEO1/Zz\n",
       "on6MkirO/E0gSFkd9NvL6LDSdNpp4laCiIwSEVEiMoIjQjNegumYuNYaT3vUdY26rlNTFYp+gYKf\n",
       "n7nNepMcrR/maP3wzHghEaLfWc5AKNh6nQFssXA/XykkPh5j3ggRFaHDSrelB8FgWOoYETcsCqp+\n",
       "hQlvrOVZoWW/xDvVPRyaEm6NAgLreG14A/2hZfQ7y+lx+uYkokIIHOHg4HCuyHJNVZn0Jph0xxnz\n",
       "Rhipn+BI/SBH6gcBsLBZEV7FqvBaVoXWkrI75vBpLxxLSFxdZ8Q9QUzG6LS7TAU4g2EeMSJuaHsK\n",
       "Xo6cn22Z9e1rn8O1AwxV3uJI7eCMu7vX6WdNeD1rwuvpsnvmNfYelhGWhVawLLRi5rmyX2LEPcGJ\n",
       "+jGO1Q9zuHaAw7UDAHRaadZGNrIhsnne5wqBmNd0lRP1YySsJB1WZ9sswTEYljJGxA1tTcabpOQX\n",
       "WiLgJb/IG+VX2FPZRVUFlcp6nX42Ry9hXXgjsTbLwo5ZcdZZG1kX2QhAwc9zpHaQI7WDHKsf5tXS\n",
       "i7xaepEOq5P1kc2BoDs98zpHKQQlv0DZL5Ky022/LM1gmAsnThzni1/8PdauXcfQ0G5SqRRCCJRS\n",
       "/M7v/O+sW7ee5557hm9842uAplqt8rGPfYK77/5A0+diRNzQlmitGXdHqet60wU8403yWukl9lV2\n",
       "o1CERYTLYlezJXrpvIvehZC0UlwSu4JLYlfgaZfDtYPsr+7hcO0Ar5Re4JXSC/TYfQxGL2VDdJCI\n",
       "nJ8EtGkLPOtNUvTzdFpdJvnN0DK+/sQ4L+5tbg2G6zbF+dTtZz8XnBrW+83f/Bzbt98ABFXd/tt/\n",
       "+1v++I//nD//8z/hH//xm8TjCcrlMr/2a59i+/Yb6OzsbOpcjYgb2g5f+0HpVO031SU77o7ycnEH\n",
       "h2r7Aeiw0lwZv4ZN0S1YC5gk1gxs4bA+son1kU24yuVw7QB7q29zpHaQZwqP8VzhSdZG1rM1egXL\n",
       "QyvnxdUdZLL7M8lvaasbWy7u79lgAN5VdvXU+/l8jlgs8OAlkym+9a2vc8cd72Pt2nV87WvfwXGc\n",
       "ps/FVGwztFUFJk95jLonoIkaU/ByvFh8jn3V3QD0OQNcFb+WNeEN8xa3XaiKbWW/xN7qbvZU3iLj\n",
       "TQJB/PyS2JVsjm6d185lWmniduvi5e10HC9lzPccuNP/4A9+nzVr1s6406W06O3t5TOf+W26urqZ\n",
       "nJzgm9/8J3bseJZsdpIHHvgY/+bf/HpD728qthkWJXVVZ8wdaVrjkqqq8ErxRd4qv4bCp9vu5frk\n",
       "rawIrbpokq5iVpwr49dwRWwbo+4J3iq/zv7qXp4tPM4LxWfYHNnKZfGr6bTTLZ+LkNPx8hKddrrt\n",
       "cg4Mhrlwqjt9mkKhwPDwCT796c/y6U9/lvHxMX7/9z/P4OBWbr751qaOb0Tc0BbUVJVxd7Qp4qq1\n",
       "Zqiyi+cLT1HTVRIyyXXJm9kYGbxoxPt0hBD0h5bTH1rOjf5tDFXeYlf5dXZVgm1NeD1XxK9hwFne\n",
       "0u8oeG/NpDdO0S/QaXeZ9eWGRc2ZvNn1eo0vfvH3+OpX/550uouurm66uroJhZp/rBsRNyw4p64B\n",
       "v1Cy3iRP5X7GCfcYjnC4Pnkrl8WuXPQx72YStWJclbiOK+LXcLC2j9dKL3Ootp9Dtf30Ov1cFb+O\n",
       "tS0ONUgh8XAZdYeJW3E6rHRbVKQzGBrh1N/GmX4n3d09fO5z/4HPf/5/w7JsfN/n5ptv5brrrm/+\n",
       "XExM3LCQMa6KX2bCHbvgEqq+9nilGCyxUijWhNdzc+pOElaySTO9MNq5i5nWmhH3OK+XdnKw9g4A\n",
       "abubq+PXsT6yeV7EVWvouMAlaSZWOz+Y77n1mJi4YVHQLAGfdMf5ee4hJr1x4jLBzak7WDu1ltpw\n",
       "foQQDIRWMBBaQdab5JXii+yr7ubnuYd4qfgcV8W3szm6BdnCSmxCBF6Ukl8gbXcbF7vB0CDGEjcs\n",
       "yJV1MwRca82b5Vd5ofA0Pj5bopdxQ/LWec24bpR2tsTPRN7L8VrpJYYqu1D4pKwOtiWuZ2NkS8st\n",
       "c6X1nFzsxkKcH8z33HpmY4kbETfM+4+yGQJe9ks8nnuEo/VDRESU2zruYm1kQxNn2VwWm4hPU/QL\n",
       "vFp6kd3lN1EoOqw01yRuYENkc+uTBDWzqvpmxGV+MN9z6zHudEPb0gwBP1Y7ws9yP6aqKqwKreH2\n",
       "jrvNcqUWkbCS3JL6Ba6MX8srxRcYquzi57mf8GrpRbYnb2ZVaG3rxFxA1pug7BdJ2104xsVuMLwH\n",
       "I+KGeaPqV5l0x+cs4FprXi+/zAuFZxAIbkrezqWxqxZ82ZivFWiNFBYSgRQSiRWUZpyqWhO1IpSF\n",
       "D4DSCo1CoVFa4eOj0TOvbUeSVorbOu7iqvh1vFzcwd7q2zyU+T7LnBVsT95Mf2h5S8adzmIfqZ8g\n",
       "YSfpsNIL/v82GNoJI+KGeaGuaox7o0g5txNwXdV5IvcIB2r7iMk47+/8UMuE42xoHYiuLWwcGcIW\n",
       "DpawCRPGkc45xaU3kgTn7C5IX/u4ysXVLj7uyfvaRwjaRtxTdgd3dt7Dle41vFB8lsO1/Xx/8lus\n",
       "DW9ge/JmOu2ulowrpaTkF6n4ZTrsLmJWrCXjGAyLDSPihpYzXYlNztGCynoZHsn8gKyfYZmzgvd1\n",
       "fnDe3Oe+UjjSISwihKwQERltSb9sS1hYlkWEdzcKUVpRU1Vqukpd1anrOhq14D27u5wePpC+n+H6\n",
       "MZ4vPMPB2jscqu1na+wKrklcT1Q2X2SFEGg0k94YRRWhy9RiN7QBX/va/+Bb3/o63/72D2aKuTz6\n",
       "6MP88z9/BwguQDdt2sxnPvM5bLv5x6tJbDO0NFHFUx4j7ok5l1I9Xj/KTzM/pKZrXB67muuTt7R0\n",
       "qZPWGq01IRkhLCMkrERTBLOZ33HNr1HRZWqqiqtchDhzwYn5QmvNodo7PF94mpyfxREhro5fx2Xx\n",
       "q7FbWGRHKU3STtIxVTLWJFzND+32PT+S+SFvlV9r6nteGruSu9MfbmjfX/3VT3LttdezceMm7r33\n",
       "Pp577mm+8Y1/4k/+5M+Ix4OkzK985b+wbt167rvvIw29p0lsM7QFQTeyuQv4nsrbPJn7KRq4PfV+\n",
       "BmOXNnV+p+JrH0eEiVkxElaybdzXZyJshQkTLKNTWlFRFSqqRE3Vgtj6PAu6EIK1kY2sDq9jV/kN\n",
       "dhaf54XiM+wqv871yVtZH9nUkosMKQVFv0BZlUlbXUB7FPYxXDzs3PkSK1eu4oEHfpE//MP/g3vv\n",
       "vY/vfOdb/NZvfW5GwAE++9l/37I5GBE3tASlFWPu8Jy6kWmtebm4g52l5wmJEO/v/DArwquaPket\n",
       "NRqIyTgJO7koC4xIIYlbceJT4YWKX6akigsi6FJYXBa/is3RrbxSeoE3Sq/ys9yPebO8nJtSt9Pr\n",
       "9Dd9zMDFrhj3xghVNOhIW1+AGZrP3ekPN2w1N5sHH/w+9933AKtXr8FxQuza9SbDw8dZsSI4X735\n",
       "5hv83d/933ieR19fP1/60p80fQ7GnW5oiXtspH4CH2/Wr1Pa54nco+ytvk3SSvGB9EdINzlZSmmN\n",
       "RBK3kqSs1Ly4ohfCBVnyS5RViapfwbrAqnhzIe9l2VF4moO1fQBsjmxle/KWluUzpDvjTGaKpKxO\n",
       "knaqJWMY2s+dvlDk83k++cmPsmXLVoSQjI+PsXHjJjKZST7zmc+xceOmmX0PHz7In//5n/KVr/xd\n",
       "Q+9t3OmGBWW8Poqn3VmLo6c9Hs3+iMO1A/Q6/dzTeX9TT/hKa2xhk7KTbVNTvZVMW+jKVhT8HBVV\n",
       "wdPuvFmqKbuTu9P3cbx2hOcKT7Cn+jYHavvYlriey2JXtyQ5TwhBzs9SVsWp8q3tV73PsDR45JEf\n",
       "c999D/CZz/w2ALValV/6pQf49Kc/y9/8zV/yh3/4n2Zc6jt3vnTB5aXPhhFxQ1PJeJNUdXXWbty6\n",
       "qvFw5geccI+xMrSa93d+GEc6TZmT1hqBpNPqJGEvffE+HSkkHXaaDtJU/QpFVaAyj9b58vAqPhr6\n",
       "1+yuvMmLhWd5vvA0u8tvcWPqNlaH1zV9PCkEPj4j7jAJK2E6pBlawoMP/oAvfOH/nHkcDke4/fZf\n",
       "YHx8nAce+EV+93f/AwClUon16zfw+c//fkvmYdzphqa5x/JejryfnfUJs6LK/GTyXxj3Rlkf2cSd\n",
       "Hfc0rXWo1pqElSRldS5oBne7uSB97VPwc5T9Eho9b99NVVV5ufgcu8qvo9GsDq/jpuQdpOyOC37v\n",
       "s5a21dBpd5mqfk2i3Y7lpYhxpxvmnbJfJu/nZi3gRb/Ajye/R9bPMBi9lFtT72uK1aS0JiZjdDpd\n",
       "xgo7A5aw6LS76LDSlPwiBZXH117Lv6uIjHBz6k62Ri/nmcLjHK4d4FjtMFfGr+WqxLXYojnel3ch\n",
       "YNIbp+AX6La7sZvk4TEY2gFzdjNcMHVVI+OOz9qFXvQLPDj5HbJ+hiti13Bb6q4LFpFp13mP3UeX\n",
       "02ME/DwIIUjYSZaFVtBt92HjBGVkW0yX08N96Y/xCx33EpYRdpae51tj/8DB6j5a4R2UQuLjMlw/\n",
       "TtabbMkYBsNCYCxxwwXhKY8xdxQxy3Kq0wKe93Nsi1/PNYkbLtilq5UO6mtPFf8wzI6oFSVqRan5\n",
       "NfIqS01VW3oRJIRgY3SQNeF17Cw9zxulV3gk+yCrQmu5OXUHKbuz6WOa8q2GpYYxUwxzRmnFmDc8\n",
       "62IuzRZwrTUSi/7QMiPgTSBshel1+ulzBgiJcMstc0eGuD55Kx/v+WVWhFZxpH6Qb4//Iy8VnsPT\n",
       "s1+meD6EEGgRlG8ddUfwVPPHMBjmCyPihjkz5o4QlEtpnGYLuNKKuJVgILTcxDqbTEiG6XH66HeW\n",
       "ERJhVIvFvNPu4oPpX+R9HR+ccbF/e/wfOFw90JLxpJB4us5I/Tg5L2Nc7IZFiXGnG+bEhDs+67Xg\n",
       "Jb/YXBe6FvTY/USsyPn3NcyZkAzRI/uoqxo5P0tN1VpWCU4IwYboZlaF18642B/Kfp+14Q3clLqd\n",
       "hNX8Ii5iqnxrSZVIW91ErWjTxzAYWoWxxA2zpuDlqKjSrAS4qir8OPM98n6Oq+PbL0jAldY4IsRA\n",
       "aLkR8HkkJKfd7P3YOC21zEMyxA3JW/lY9//EMmcFB2vv8K3xf+DV4ov42m/6eMGxqJnwRo2L3XBe\n",
       "fuu3fp2dO19613Nf/vJf8OCD/wLAX/3V/8W//Mt352UuxhI3zIqKXyY3y7XgdVXjx5P/TMab5LLY\n",
       "1VybuPECBFyRtDrpaMK6YsPcCMkwfaEBKn6FnJ/B017LLPMup5v7uj7O3urb7Cg8xQvFZ9hTeZtb\n",
       "UneyvAX19E91sSfsha8vYDg/pQf/hdrrrzT1PcNXXE38HB3H7r//ozz00I/Ytu1aAFzX5dlnn+KT\n",
       "n/xlfud3fpujRw+zZk3zCxmdCWOJGxrGVXUmvfFZCbinXR7K/IBxb5TB6KXcmLxt7idFDT12nxHw\n",
       "NiFqRRkILSdtdwOiZTFlIQSbo5fwiZ5fZWv0crL+JA9mvstj2Yep+OXWjDnlYj/hHqPcojEMi5fb\n",
       "b/8FXn75RWq1GgBPPfUE27ffiNaKf/tvf5177vngvOVYGEvc0BBBV7KRWQmwr31+mnmQYfcY6yOb\n",
       "uDX1vjkJuNYaS9j0OH3Y0hyy7cZ0jfa8l6Pg5+fcevZ8hGWEWzvex2D0Up7O/5y91bc5VNvP9uRN\n",
       "bIle3vTxpl3sk94YJRUhbXWZ5Mk2JH7fR85pNbeCcDjMrbfewRNPPMbdd3+An/zkh/z6r/8my5Yt\n",
       "Z9my5ezY8ey8zcVY4oaGGHNHZtVWVGvNY7mHOVI/xKrQWu7s+MCc1hwrrQmJMP3OMiPgbU7K7mBZ\n",
       "aAVRGUOp1sXL+0IDfKT7k9yUvAON5un8Y3x/8psMV0+0ZDwpJK6uM1w/TsYUijFMcf/9H+Hhh3/M\n",
       "+PgYhUKBTZs2L8g8jIgbzkvGm8DTbsP7a615rvAk+6t76HeW8/70h+bUsUppTcJK0BvqN3HJRYIU\n",
       "krTdzUBoRUvXmEshuSx+FZ/o+VU2RAYZc0f4h4P/nWfzj1NXtdaMKSVlv8iJ+lGKfrElYxgWD+vX\n",
       "b6RcLvHtb3+D++67f8HmMe+mzeDgoAP8v8AaIAz80dDQ0A/nex6Gxih4eUp+cVZW9OvlnbxZfoW0\n",
       "3cU96fvnVA9baUWHlTZ9oRcptrTpkX1U/SpZf7JlyW8xK877Ou9lsHYpO0qP82b5VfZX93Jj8jbW\n",
       "RzY3/eJv+v2y3iQlP2/anV7kfOhD9/O3f/tXfPe7P3rP3+bL8Jj3LmaDg4O/BlwxNDT07wcHB9PA\n",
       "q0NDQ2vO8RLTxazFnK0rUdWvMu6Nzurku7fyNo/lHiYuEzzQ/Yk59e3WWtNl9xBdQiUxL/bOT0Wv\n",
       "SM7PtCxeDpBMhXni+JO8UnwBH58VodXckrqzpVX8lFZEZYxOu6sl/dHbkYv9WJ4PZtPFbCHc6d8G\n",
       "vnDK+GZBZhviKY8Jb2xWAn60dojHcz8lJMLcm/7InAW81+lfUgJugISdaHm83JY22xLX80s9v8Kq\n",
       "0BqO1Q/z7fH/r2XlWyFw69d0lRP1Y6bqm2FBWLB+4oODg0ng+8BXh4aGvnGOXc2vYp7RWnO0fBRN\n",
       "4yfb0eoIXzv8D/ja5xOr/jWrYqvnNHZ/ZICwZdyTSxnXd5moj1FVNWSL7AitNUOF3fxs9KcUvQKd\n",
       "Tpr399/D+sSGlow3PaYQgnSoi6Qz+wtYg+EUGraeFkTEBwcHVwHfA/56aGjo78+zu3Gnt5jT3WPj\n",
       "9VFqutpwTKfoF/j+xDcpqSJ3dX6I9ZFNs5+Ehr4lnIFuXJDvpeyXyfqTaK2aEj9Md8bJZEvveq6u\n",
       "6rxc3MGb5VfQaNaFN3Fj6rY5eYkaRWmFIxw6re4leUFqjuXWMxt3+kIktvUDjwCfGRoaemy+xzec\n",
       "m5yXo6qrDbvR66rOw5kfUFJFrk/eOicBF0j6QgMXTUzREBCzYkRllJyfpeQVZt3OthFCMsSNqdvY\n",
       "HN3K0/mfc6C2lyPjB7k2cQOXxa5CtuCYC3qX+4x5I0RUhE6ra8lenBoWnoWIif8e0AF8YXBw8LGp\n",
       "zRTAbgPKfpmCn21YwJVW/Cz3Yya8MbZGL+eK2LZZjymR9DvLjIBfpAgh6LTT9IeW44hQy+qxdzu9\n",
       "3N/1r7gt9X4sLHYUnuK7E//EifrRlowHIIWgrmsM14+R8SZa3gXOcHGyYDHxWWDc6S2mtzfJ8ZEJ\n",
       "Rt3hht2aWmueKTzGrvLrrAyt4QPpB2ZdzEUi6XOWzakIzGLDuCAbo+JXyPgTc3Kxn8mdfiaqqsIL\n",
       "hWfYXXkTgE2RrVyfvIWYFZ/TnBtFa0hYKVJWalHXPTDHcutp9+x0Q5uhtGLcG53VieXN8ivsKr9O\n",
       "l93DXZ0fNAJuaApRK8oyZwVxK4lWrTEwIjLKbR138ZGuT9Bj97G3+jbfHP8fvFl6taXWshBQ9HMM\n",
       "149R8s9/sWEwNII5gxoYqY6gZ7EI4HDtADsKTxGVMT6QfmDWxS6MgBvOxakudruFLva+0DI+0v1J\n",
       "bk7diQCeLTzOP098neH68ZaMB8Fn00KT8SYYrh+n4ldaNpbh4sCcRS9ysl6Gmqo2vP+kO8HPsj9B\n",
       "Irmn8/5ZZ/kKI+CGBrGlTZ/TT5fdg9Ct6ZImheTS2JV8oufX2By9hAlvjB9MfovHsg9TbqG1LIVA\n",
       "4Qf9y+vDLSsVa1j6mDPpRUzZL1H0Cw2v1a2oMg9nv4+r69zRcTd9oYFZjijoNwJumCUxK85AaAVx\n",
       "K9GyQjFRK8YdHXdzf9e/otvunXGxv1F6paUudikkHi6j7gjj7ih1VW/ZWIaliTmbXqTUVZ2MN9Fw\n",
       "JrqvPX6aeZCCn2db/Ho2RAdnN6CGPnvACLhhTgQu9i76Q8uwcFAtSsgdCC3no92fmnKxC54rPMF3\n",
       "J77G8dqRlow3zXQm+4h7ggl3DE+ZQpaGxmj7M2q+1Hj3LENjKK0Yn0VvcK01T+V/zrB7nPWRTVyT\n",
       "uGFW42kNvU6/WStruGAcGaI/NECn3UWrFtbMuNh7f5Ut0cvIeBM8mPkuj2Z/RNHPt2bQKaypMq7D\n",
       "9WNMuuP42m/peIbFT9ufVY9P1qmWagykQ1gtKAZxMTLujs6qN/gb5VfYU9lFr93PHR33zCqLPaiF\n",
       "PoAjQ3OYqcFwZhJWgpiMkfUylNXsuuw1SlTGuK3jLrbGLueZ/GPsr+7lUPUAVyeu44r4NdiidadP\n",
       "KSVVXaFcKxOz4nTYnaaWwiJEaY3WnNzQ+EqDBk8BGvzgD2hO7vM//5dX5U/+9KqG4jhtL+KWFNQ9\n",
       "ODRaI52wSSfafsptTcabxNVuw92kjtQO8nzhKWIyzt3pD8/qxKWVptvpI2QE3NACpJB0Od0kVIJJ\n",
       "bwI1i1r/s6HX6eeBrk+wp7KLF4rP8FLxOYYqb3F98lbWhTe2dM23lIKqLlOulYjbcTqstAlJNQml\n",
       "NEoHQusrje+DrwLDQwNanSLCBM+rU8R2+m9A8Pwpj/XU45mxADFlOU0fLkIEttTpx4/nawAHaCjb\n",
       "cdEoohCCTMHDV4qelBGFuVD0ilO9wRs76WS9zEwm+t2d9xG3Eg2PpbSiy+klYplifIbWEpJhBkLL\n",
       "cRyfrC63RFSFEAzGLmVdZCM7iy/wZvkVHs3+iOWhldyYvJ1up7fpY56KlIKKKlPyS8RknE774hVz\n",
       "pTVKga/ta/HOAAAgAElEQVQUng+ef1JQp4V5WnCVPvVvp1rG04tqTwqrEFxgz3vxLoE+1d3ZSh/K\n",
       "ohFxACEF+ZJPKqYI2RfnATxX6qpG1ptAysa+t7qq8XDmB9R1bSoTfVnDYymt6LDSxEw7UcM80hnq\n",
       "ZCAEGW+Cqqq0RORCMswNqVvZEruMHYUnOVw7wPcm/okt0cu4NnkjUdnaY16KwDI/Xisteje71hp/\n",
       "SozrHvj+lPCq4Hk1JcS+Ovn8tAU8LZBSBBc4jSKEeI/ALnYWlYgDCCkZzbqs7Fl63YFaha99xt3R\n",
       "hgVcacXPsj8h52e4IraNzdFLGh5LaU3SSpG0U3OdrsEwZyxh0eP0UZ0q36qa1CHtdDrtNB9IPxAU\n",
       "Pso/yduVN3inOsS2xA1cGruy5cJ6qps9ZsVIWZ1tkTiqdOCWdn1F3Z0SYV+jtMZTJ/8eWNMnrWEp\n",
       "z28FTwuwXEIC3AwW/r8+B2qeJl/2SMUW5fTnFa01Y+7wrC48Xyw+w5H6QVaG1rA9ecssxgqSgTrs\n",
       "9BxmajA0j4gVZUCuIO9nKbaoQxrA6vA6VvasZlf5dV4u7mBH4Ul2lV/nhuStrAmvb3mN9EDMK5Tr\n",
       "JaJWjA6rE1s6LRnL8zWur8gUXCYLHp4fxJK9actZTQuzOK+FLITAsowYN4NFqYJSCCbyHomodYEx\n",
       "jKXPpBcsU2n0ZLKvspvXSi/TYXXyvs57Z+WSdIRDt9Mz16kaDE1FCEGHnSYuk0z6E9RVtSUudiks\n",
       "LotfzcboVnYWd/BW+TUeyf6QZc4KbkjdRq/T3/Qx3zMHGSxNO+EeJyIjpGTnrHqZT7u2K3WF52s8\n",
       "LxBnbybhK7CmhRD04JIrv3fpmxHmhWFRijgAQjCec+nrNEluZyPn5aiqSsMCPu6O8kTuURwR4u70\n",
       "/YRl40lpEjkvJyuDYbbY0qZP9lP2S2S9DJrWuNgjMsJNqTu4JHYFOwpPc7i2n3+e+DqbIlu5LnnT\n",
       "rEsUzwVLSFxdZ9QbJuyHSVodRK0oELiwXU9RqU+JtK9xp0Ta8zVaTMWYz/DdSCmMG7tNWbwiDuQr\n",
       "Ph1xRdgxSW6nc7I3eIMlVf0yj2R+iI/H+zo+TNruanwwDb2hgUXdXtGw9IlZcaIyRtbPUPIKDeeI\n",
       "zJZOu4sPpO/nWO0IOwpPsrf6Nvure7g8vo2r4tfOumHQbPF9qLlQ8qoM+yWUsgipOCGdAM5sLRsL\n",
       "evGyqEXckpKxnElyO526qjPpjTcs4L72g2pUqsC1iRtZG9nQ8FhKa/qcgUWbIWu4uBBCkLa7iMvE\n",
       "VM2EestCcivCq/ho6FPsrbzNi8VnebX0IrvLb7ItcT1bY5df8G/G96FaV7j+1FIrFVjXSoMlptcf\n",
       "C0Dh6hwlUSBKgphOIi7S5WlLkUUt4gBVV1N1fSKOERE4WVJ1Niemn488ygn3GGvDG7k6vn1WY3XZ\n",
       "vaaYi2HREZoq31r0i+S8TMPFj2aLFJLB2KVsiG7mjdIrvFp6iWcLj/Nm+VWuS9zE+sim83qwlAbX\n",
       "VdTcky5wz9P47xLr6fGCpLLTmRbtii5Q1nnCIk6MZMuS4Azzx6IXcUsKskWfgbQRcYAxd2RWmei7\n",
       "y2+xM/8SabubOzvubtglbtaCG5YCp5ZvLakiVossVFs4XJ3YzpbYZewsPs+u8hv8LPdjXiv1sT15\n",
       "CyvDq4FAsGt1Rd1VuD7UfY3vKxAC65TfphACew4XHkIIBAKXCpO6SEhFiJIkLKPN+qiGeWbRizhA\n",
       "qapQSs9q0f9SZMIdw9Nuw0I8Uj/B0/mfE5ER7un8cMP1zbWGuJUwa8ENS4KT5VuTZLwJXO22zMUe\n",
       "lTFuTt3JZbGreanwLO/U9vDjzPfok6vYLG8gqXsQQrxrfKtFsXtLWPi45PU4lrKJECcqkia3ZZGx\n",
       "JERcSkGm6NGdunhdQzkvS0VVGj75lPwiP80+iEbxwIpfJOV2NjyWIxzSdvdcp2owtCWBi31Zy1zs\n",
       "SkGlpqh5CtePM+jfxYB1JXvUDkbVEUbVEQbEBgat7SSZRWLpBSKFRKMo6zxlnSNkXO2LiiUh4gCF\n",
       "sqL7IjUMS36Rgp+fXW/w7IOUVYkbkrexNr6OTLbU0GsFgh6n70KmazC0NdMu9pyfoeSX5myV+z6U\n",
       "az6up6l5QaEUS4gZS1cKQVr0cb28n3F1lN1qB8P6HYa9/awUm9lsbScm5u+kNp0IN+1qd1SYKAki\n",
       "Mj5vczDMniUj4kpr8mWfVOziio3XVJWM23hNdK01T+cfY9QdZmNkC5fHrm54LK01fc6yi7bxguHi\n",
       "QQpJ2u4mLpNTWey18x73SkGp6lP3NDVX42v1rhi7fY7faI9cyc3iY4zqg+z2n+eoHuKYt5fVcisb\n",
       "5TVERevXmJ+KJSwUHkU9SdHPEBFxYiKFNKtQ2o4lI+JCiotOxD3lMeGOzWq9667y6wxV3qLH7uO2\n",
       "jrtmkcim6bH72qI+s8EwX0xnsZ+pUIzWgXu86gZ1wl1fIU+xtGebJCeEoF+so0+s5bjexx7/eQ6p\n",
       "tzii3ma1vJSN8hoiYn6t4ums9hplyqpASEQI+z2AuZBvF5bUGblaVxfNcjOlFaPe7GqiH68d4dnC\n",
       "40RklLvT9zXcG3w6E920FTVcrEwXihmrTjBWyeF6kroX9C+fdrc3KwFNCMEKsYllYgPH9B72+i9y\n",
       "UL3BYbWLNfJSNsht8y7mcEoinD9Bwa8TFlGiJna+4CwpEbesi2O5mdaaUfcEoM+77zQFL8dPsz9C\n",
       "ILi78z4SVmOxNq01MStuMtENFyVaa8o1RbHqU6lpXJUgTBSXSeD8LvYLQQrJKrGFFWITR/UQe/0X\n",
       "OaBe55B6i9XyEjbIbURFomXjnw0hJEJAnQpVXcJSDmFixETCFJFZANpexLXvg3pvsf2zUSpr/KSc\n",
       "XTLK2fYV0w3j22vJxbg7OqumJq5yeTj7Q2q6yq2p9zEQWtHwWLZw6LJNUxPDxYPSmkLZp1RTVOsK\n",
       "rU925LKlAGw66KOuKhTJorTXUvGSwmK1uISVYpAjejf7/JenLPO3WCUvYaPcNu8x85Nzk2h8KjOZ\n",
       "7RHCxEwy3DzS/iJ+9BCyWG14fwlk8hYd0VOt8SmL9Vyap0/b4Uz7TjeTn7qdEdHp8oYCEDJ4LERw\n",
       "X4qTj6VEBI1zEbaDsG2QVvBcg0y449R1vWEB11rzeO4RJr1xLolewdbY5Q2PJbSgN2SamhiWPkpr\n",
       "ciWfck1Rqampn66Y6WF9JkIyShdRSipPRedb33ZUWKwRl7JKbOGoHmKf/zKH1JscVrtYKTazwbqG\n",
       "hGh8qWgzmS4i41HH1VWKfpaQiBAh0fJa8Rc7bS/igdDNbppVDzrteXSpaw3oqQsBde5dp26VUkF5\n",
       "JgAJQlogLbBssCRYFsK2EE4YEQohpCTrZaio8qy8DK+UXuBAbS/LnBXcmLp9Fh9J0+P0m0x0w5Jl\n",
       "2uIuVgOLW4i5tdOMyxQxnaCoM1R1ueW/mVMt82N6L/v8lzmid3PE280ysZFN1jWkxMJ5z6a9Ei5V\n",
       "arqMVBZhokRImPh5C2h7EZ8LQUMAjd3GnXkCi/y0J9VU6MANHmpA+T5oKFGmJKpIxwZ7aouE4RwX\n",
       "Kwer+3ip+BwJmeSu9IcabrigtKbL7jY10Q1LkkLFp1AOrG4pA+G+0GqPQkiSopuoSlIk29CStAtF\n",
       "CotVYgsrxWZO6P3s81/mhN7HCW8fvWI1G+Q2usXyBQ0HBt+BpkaZii5gKYcQUSLEjaA3ibYX8e++\n",
       "7nLbSgjPYqZSSAoVj3Ri8R8kwrIo+5WTRSdq9WDTGnyFtiQ4NjhOsMUiYFlMuGP8PPcwtrC5O/1h\n",
       "orKxGudKaxJWkphlYlqGpUOl5pOv+JSqJ2PcrWi/acsQnfMYL4fgAmK52MgysYExfZh96mXG9GHG\n",
       "/MN0ij42yG0MiHULnnQmhYVGUaNEWeexjaA3hbYX8Sff8Xn1KHxoEC7pbfx11Row/4mbTafqV87c\n",
       "F1wIsK0gPO/5wVauwGSWkuPysPwpHi7vT3xgVhXWwiJMp51u6mcwGBYCX2myRY9SVVH3NZY8d4y7\n",
       "mUzHyyuqQEnngNYnyAoh6BNr6JNryKhh9qmdjOgDvOw/RIwO1ssrWSW3YImFF0zrFEGv6PyUhR4h\n",
       "Qgx7EcbQlZ7qMOfpqZaw4M3cP2WbeRwcn56vp26Dx74K3mM2tL2If2CLxU+HfL7+OmzthQ9tho4G\n",
       "lit7WlNzFWFn8cZ0q36VnJ9r3C0nBL4NPxVPU6TEdepy1k+m0NkTges9HIJ4DM6SSCcQdDuzuFIy\n",
       "GNqQYsUnX/Yp13wsKzjWrQVqjhSVSSI6QUnnqOj8vFU8S8sBrpMfpKgzvOO/wjE9xJvqSYbU86yR\n",
       "l7FWXr4ga83PxEkLvUxZF2Zi6GFihGTzalN4vqbuBS1d656m7qrg9vT7XrCf62lcP3g8fd895flp\n",
       "0XZ9jX/uVKiW0vYifu9Wh82dPj/YDW+PwZEcfPYGiJ3nYlIKQbHqL1oRr/k1cl5mVtXYNJonxYuM\n",
       "iHE2qNVcrS8BSwTWeq0euCcyebRjQzQC8Wjggme6pOqASWQzLEp8pRnN1jk0XMPXespd3h7HshCC\n",
       "hOgkplMUdSZI9pqn31lCpLnS/gW26Bs4qN7goHqTfepl3lGvsFxsYp11BZ2ifXohTOftBGvQiwjf\n",
       "whEhbBVBuxGqLlTrOijsVVdUXEWtrqm6weOaGxhvVffk/enbZgitLcGxBY4lcWxJLCywLXBsiWMJ\n",
       "bCt4bFvi5GM5/XwQwrGtYKmiPRXSsWVQ48Sa2g/gqw+NNj6nC/9Yrac3Dv/LNvj5fnjiIDz6Dty/\n",
       "5fyvq9Zn55ZoF+Yi4ACvid3skQfp1V3cobcjTl8nJ0Qg6kpBqQz5Atq28bwOOkWviUsZFh3lmk+2\n",
       "5FOu+vT02GjB7GpEzCNSSFKiG08lKZGlrqvzZpmHRYxB63o2ym0cVUPsV69xTA9xzBuiSyxjrbyC\n",
       "AbF+Xi4ufF9TqRFsVWbuV+tTt9NbXQYCXa9Rd2tAblbjhG1B2JHEI5KuhE3IEYQdQciWM7chRxCy\n",
       "p+7bwX1n5jZ4zrHElHBfeAJkI3j+EnOnTyMF3LkOdo3BS8dg2zJY2XHu1ygN5ZoiFm6PK/JGqPrV\n",
       "OQn4fo7wvHiNmI5yj7oVu5F/rWWhlSJRt/FyWVyniIjGsFIdCGtpV70zLF70VLOjfNmn5gWx7nax\n",
       "uhvBlqGpYjE1SmTxdH3eLHNLOKyxLmO1vJQxfZgD6nXG9GEm/RNESLBGXspqeQlh0Vgi7DRKacpV\n",
       "KFWgVA3Sc8rVYCtVA7EuT93W3Mbe07GDCGAqDpFQcD8cCu6HHEUkbBFzbOJOmEQoQjRsEXEE4VAg\n",
       "vu16MddsFo2IQ7B8+v5B+H92wg+H4DeuC8T9bEghKFX9RSPicxXwUSZ4TO7AxuZedRtxog29TmtN\n",
       "WIRJOimyVmmqDVMRL5eDaAQrkUDGF6YSlMFwOkppJosu+cpUhrkQCxbrbgYhGSZEPzVVpkRuXjLZ\n",
       "pzk1Ca6oMxxQr3NUDTGknmePepHlYiNr5eV0in58BcUyFErBratcJjKaYiV4XKoEFrQ+hwEpRCC+\n",
       "iRj0RiAWDiJ6kTBEp7ZIGKKh4DZYPXuu/+20keGhtYsiT0hEsAhhEUWKxZccN1cWlYgDrE3DVQPw\n",
       "6jC8eBSuX3Xu/auuRmvddqVTTydIYsvOWsALlHhIPoWP4h51Cz00nlkuhUWH/d4KT8K2wHXxJybx\n",
       "JzOIWBzZ0YG0F93hYlgCuJ5isuhRrCikDCqDtfnPeVaEZYwwMaqqSIk8Wqt5PV+F/U6Wl24jWrqB\n",
       "YTFEPvEGxyJ7OObvwc11k3vnUgqHN6O96boR3sxrbStIrelMBrfTWywC8QjEpu5HQrTMFS2EwCJo\n",
       "zuLjBtXzfAtHONhEiIgYVoPNnhYji/KT3bMRdo/Do/vhkj5InuuiS0CpqkhE29c9XPYrFP3crN0/\n",
       "dVwekk9SEVVuUttYQ+M10dHQaXed82Qhpn90lRJ+MY+KRpHJDmS0MUvfYLgQqnWfyaJHuaawpJyX\n",
       "eORCEpEJIiSoqDwlCtBE46NW12QLzGy54smtPFPVOgRcDlxGpPcYHRveIrb8AD3bnqTnymcJFzbR\n",
       "Vb2ElcmVWLgkYhB22q+3xHSegYeLh0tZZZHCxsbBIUxExJdUX/RFKeKJMNy1AR4cgof3wccvPfu+\n",
       "EkG53r4iXvQLlPzirGNiPopH5bNMihyXqk1crjc3/lqtSFtd2LLx70RYFtTr+GMj+I6DTKSwksbV\n",
       "bmg+1brPRMGjUp+KdzepxediISpTRHSSMnnKuhC0ZGhAKJXS5EuQyQfbZD4Q7Mn8VN2M0xACknFY\n",
       "1Q8dCUglgvhzKi5IxVcSjaykRpkj6m0Os4tK59uc4G0qVi8r9BZScjNCtH974kCwNR51POoUVQZL\n",
       "ONg42IQIE1vUSb2LUsQBrlsBO4/Da8NwzXJYdw4vcs1VKK3bLtEh52ep+pVZC7hG85R4kSPiBKv1\n",
       "Mm7SVzf8WqUVSStJ2JpbzEhICb6Pyk6icllkKolMdrTd1bhh8VGu+UwWPGru1BKxJW55nwshBHHR\n",
       "QUynKOs8FV2YeV5rTaEM41mYyMJkDiZykCmA75/+PoEw93cFLu/prSMRCPj5vuMIcTZZ17JRbmNM\n",
       "H+Gw2sWIf5AsT/G2epYBsZ5Vcis9YsWCV4RrlMC1flLUSzqH9CW2CGETwiFCSIQXzTlt0Yq4FHDf\n",
       "IHz1JXjy4LlFXAhBuY1c6lprsl6G+hyzUl8SbzAkD9Cru7hL3YR8TxH2s48blhHi1oWXsgsOcI3K\n",
       "5VC5PCKZxOroXDQHvqF9qNZ9xvMeVTewvJe623w2eAqy2SgnJiVHMmVGMi4TOaifluFtW9CVgq6O\n",
       "4DY9tXUkzpcg1hhCyJlEODvhM5R7ncNqF8f1Xo77e4mQYKUcZKXcsmCd1ObK9Nr0kzH1AlprHBHC\n",
       "mrbWRbRt4+rtOasGWdUBqztg3ySMlYL15GdCtJFL3deKjDeB0v6cPANvib3slLtI6QT3qttwaNwN\n",
       "JIVFh9XcH9i0aOtCHq+QRyRTRswNDTHtNq/WjeUN4Hqa4Wyd4xMuxyfrHJ+oM573ZpodQmBZdyUl\n",
       "XcsU3R3Q0wndnZCMtS5x7HSiMs4G62rWy6vI6GGO6t0cV/vYp15mn3qZTtHPSjHIMrmRsFh8+TPT\n",
       "hpXCR+HjUqWkMggsbOFMCbtDWETbIra+qEUc4IZVcDgHL0zVVz8btbpecJd6za+T8zMzLQ9nywGO\n",
       "8rR4mYgO80F1O1FmEY/SkHa6Wyau7xbzArKjAyt1noX8hosS11OM513K9eD3eDFa3kprJvIexybq\n",
       "HBmvc2y8zkjWfZdgh2zByp4QA2mHgXSIZV0OvR0OjhW41AM3exFYmNU3Qgi6xDK6WMal8laG9X6O\n",
       "qiHG9BGyeoS31NP0itWskJvpF2ux26Bm+1yRp1nrNa0p6EksLKwFFvZFL+KX9AbZ6a+cCJLdztrt\n",
       "TLKgLvWSX6LoF+Z8EXGCMX4mn8XG5oPqdjpoPKlMKUWX04M1DzGr6ZOJymVRhQJWRwcyYRLgDEFp\n",
       "1PG8S7HsIy3ZdjkqrcT1NMcm6hweq3F4rM7R8RqVUypK2hKWd4dY0R1ieZfD8u4QPUn7rBc474mZ\n",
       "U2xqNvtssYTNCrGZFXIzVV3iuNrLMbWHUX2QUf8gFjb9Yh0r5CZ6xOqG2yK3K9PL2uB0YZ9AYmML\n",
       "Gzkl7CHCWMJp2f+m7UVcvbkTu3L2Ej828EsSdudh9KVzxMYF1CQ4UftdzzFdmnT6fmAmB+tQhQAh\n",
       "Z55DyiB5w5LBfWmBZQWZ27Yd3Fo2wnGCx1KitSbnZ6mp6pyrMo0xyUPySTSau9XN9NLV8GuVViTt\n",
       "Tpx5zr4UQoBW+JOT+IUCVlcXMtz+mayG5qO1ZrLgkSv7Qe/uRVRdba7UXMXhsToHR2ocGq1xfLL+\n",
       "rtrdXQmLTcvDrOwJsbInRH+nM6fY9bSYx+mgovKUKaK1v6BJZhERZ711FeutqyjoSY6pPRxXe2fi\n",
       "5w5hBsQ6lsmN9IiVbeGSbgaBsAf64uPh4+FSoah9hGbKYrexCG5DItKUOHvbi7h+8hHOl0d92dRG\n",
       "/vzvV7nwKTWObaOD6viEwiF0aKpuYCiEnipVpCORoHRRLIKOx4LqCKcsqcmQ48fyceq4vE/fyGqW\n",
       "NTy80pqYFSdmLVxcSkgBvoc/MoyKRJBdPaZozEVEvuwxmfdRC+TynS9cX3NkrMb+4RoHhgPRnnaN\n",
       "SwHLuhxW94ZZ3RtmVW+IZAs8glGZIkqKqipRJo+vvQVvaJQUXWyxbmBQXk9Oj3Fc7+G42scRvZsj\n",
       "/m4cwvSLdSyTG+gRqxa9hX4mpj+TRs1kxGutKWiFRGAJB4k1I+5Sz27lUNufTcXdD1A5hyU+zY4j\n",
       "cCgLt6+FgdO9t1P1ADWaeMgiEhLven7qAejgOT39vFZBAXatguen7/sKrfygTKnvo30ffA/tecFj\n",
       "18WrV1BuHeF5QSpproh0z/85tBBTgh7HTYY50THG+k6fNcktrE71QELTaLkqRzgkrVRD+7YaIWWw\n",
       "zvz4UVQihZVOL+mT+sVOte4zlveoTy0Xe08znkWO1pqRrMu+4zXeGa5yeKyGN7W8SwpY0R1iTV+Y\n",
       "df2BaM9nN8WIjBMhTk1VKJPH07UFt3aFEHSKPjrpY6u8mYwe5oR+hxPqHY7q3Rz1d2Pj0CfWMCDX\n",
       "0yfWYIvQ+d94kXKqO346gW5a3GvaJX3JKyG46gyr+99L24u43LgVP189737L0vCDF6Hqwy+vOft+\n",
       "NRtSHa1zLXvKI+dn8LV6r9YqFQh6rY6oTrXwqVYRU90BRKkMpTKiVEaMTxIeVVw58+K3gLfQjoPu\n",
       "6oB0B7qrE93The7pCooNvwtJp924232+EFKiSwW8cgkr3YWMt0dPY0NzUEozmnMp1dSSS1qr1hX7\n",
       "TlTZd7zKvhNVCpWT/vH+Tof1A2HWD4RZ0xduixbIYRklTBRX1SiTm9euaefi1IS4S+TNZPUIJ/Q7\n",
       "DKv9HNf7OO7vQ2LRI1bSL9bSJ9cSFRe+LHYxIIRAzvKCt+1FvFFWpoJtzzhMVqDrLB7kVtVS11pT\n",
       "VAUqXhkhz1LbWcqZ6v6646S74PS+AWUq/FD8HLecZ3t2LYPZXkS+gMjmEZkcYmwSMTL+7vFTSXRv\n",
       "F7qvBzXQS+eywbZNHJpeY+5PjKGK+cDF7izezFVDQKbokSl6wYmoTY+92TJR8Bg6WmHPsSqHRmsz\n",
       "LvJYWHLF2hgbl4fZMBBpi+WrZ8ORYTrow1ceZXJUdXmq/vzC/4+EEKTFAGkG2CpvosAEw2o/w2o/\n",
       "o/oQo/oQqCfoEL30i3X0yTV00NsWc28XloyIQ7Dc7DtvwfNH4d5NZ9+vXNfEw807CKp+hYJfQKNO\n",
       "1hufIyXK/FA+Rk4UuDK2lU3RK9HLxLuF3leQyyMms4jxScToBGJsAvnOIXjnEBZQsh/FHliOtXwF\n",
       "zuo1WAPL2669qJAyaLRy4jgqmcJON968xdA+VOs+ozkPz9MXfPwvNFprhjMuu45UePtIhbHcyWYf\n",
       "y7scNq+IsnlFhGVdzqK7ULGkTZJuEjpNWReoUERrteBx82mEEKToIWX1sNnaTlnnGVEHGdEHmdDH\n",
       "yOkx9qgXCBOld6rwTK9YhXMRdSw7E0tKxC/tg4f2BuVY71oPzhk0SwpBueoTb0J70rrvUlR53KnK\n",
       "axca9ytQ4kH5GHlR5Cq1le36ijO/pyWhqzNwp29cGzynNSpfIDZWwjoxhnf8KN7Rw3hHD1N74TkI\n",
       "hbBXrsZZsxZ7zTqsjvapqiSkQBfzuOUSVk+PyWJfJCitGc+5FKa7iy1SAddac3SizluHAuHOloLg\n",
       "tm3B4MoIg1PC3YpktIVACDmT0V5VJSoU2yJufjoxkWKddQXruAJX1xjTRxhVgXU+HUcXCDpFP71i\n",
       "Nb1iFZ2ib9GUf20WS0rEbQlXLYOnD8HQOFzWf+b9at6FudRrfo2SKlLXdSwhm3IlW6DID+VjFESJ\n",
       "beoSrtWXz+qiQAGxdD/JnhRsnXquWsE/fgz30EG8Qwfw9u/D278PANnTS2jDJpyNm9GdsQue/4Uy\n",
       "syRt5AQqnsBKdweWuqEtKZR9xvMuLNK4t9aaE5Mubx4q89bhk8IddgSXr41yyaooG5dHCNlL+xic\n",
       "ToLzVI0yBWq6jEC2nbvaEWGWi40slxuDZbt6jFF9kDF9hIweIaOH2cMLOITpESuDTa4iRqrtPkuz\n",
       "WVIiDnDlQCDir4+cXcT/f/beMziy87z3/L3vSZ3QyANMjpzm5EBymKNESVSwdX1ly5ZlOdT1Xm9t\n",
       "bZVrd2vr1t1db23VfvCmu7fWG+5uua4t2ZJs2VayRFEiJVJM4gzJ4eSZnpwHGORGp5Pedz+cBiY1\n",
       "MMBMN9AA+8fqAtHhnIOec87zPun/oKHkaRKzDKmXwzIFlSfQPlLImomnjDHOj+Tr5EWRh9VWHtJb\n",
       "Z/V5rTW2sO+oRJexOHLdBqx1GwAIx0YJLpzDP3eW4NIFynvfpbz3XUrt7RjrN2Jv2oLR0VmTv+le\n",
       "EdKAUomgdAWjs6s59rTBCJWmf8SjWJkwttAYHg84dL7IoXNFhsajULljCXasTbB1dZx1vbGaaI0v\n",
       "NEzpkMZBa0VRj1OmgNJBw3nncGul+0b24Okyg/oyA+oSg/piVPWuz4CCOC10iRV0yuV0iuWLskBu\n",
       "Xo14JpN5FPjzbDb7fK222ZuCnlRU4Fb0IVGlXkoIQdENScwgpB6ogKIu4IYuikrFbQ3DNQMM85PK\n",
       "TPA9aju79OZZb0MKgzbz7vlko7UNY/sunO270K6Lf/4s/plTkZf+wV7cD/ZiLOnBymzGzjyITM7f\n",
       "CS/QhNf7UYkkRmfTK28EcsWAwVxUuLaQDHjJVRy+EBnuS4MeAJYh2Lo6zrbVCdYvi2F9DA13NW4O\n",
       "tbuqRIlx/Aapap8KW8Ru8dILjDGoLjOoLzOkL3NJH+dSeByAJK10iuV0yGV0imXExcJXk5w3I57J\n",
       "ZNutllsAACAASURBVP5r4KtAfrr3WQaz1jzf3gOvnoGj16ORpdUo+7fXhN8gUAFlXcJVLr72I49b\n",
       "MOvS/7txmT5+Jt/GJ+BJtZuts5gJPokWdFhdsw4ZCcfBzmzCzmwinbQY/Ogw3oljBBfOEV5/nfLb\n",
       "b2CtW4+9dSfm6jXzo81sSHBLBFcuY3R2IhPNdrT5IFSavhGPst9443ynQmnNuT6Xj84UOH6pRKAi\n",
       "eYX1vQ7b1ybYtDLeEG1gjcxEi5rS4aR3rrW6+wfnESEEKdpIGW2sYStaK3IMMaguM6SvMqyvclEf\n",
       "42J4DIg89Q6xlA65jHbRSwsdCy78Pp+e+GngN4C/me5NvZ0xAs9jtBDOOEe8ozcy4of6pjbiWkd9\n",
       "nzFbEmqFq8p42sVXPiHhZKi8XnrjJ8V5fin2IhC8qJ5kHStnvQ2tNe1mx33fWKVtY298EHvjg6hi\n",
       "Ef/UCbyjh/HPnMY/cxqZbsXesh17y7Z56esWAsKBAVSiiNE1+wVLk3snVwwYGAuQcmG0jeWKIfvP\n",
       "FPjoTGEyz92VNtm5LsGOtUnSicb1KBsVKQxSoo0UbbiqiEWI0oWG9s4nEELSSjetRjfr2YXSipwe\n",
       "ZFhfrRj1a1zRJ7kSngTAwqFN9NAhltIuemkTS+4QnVFaT+iC3djPZP9Q1F48qeIdHQSTKt6CSTs2\n",
       "8b6J1yofx9YSu33gRlvEXZg3I57NZr+byWTWzOS9qZhBwpYM5wNKvr6rR9wagzVtcH4URsvQFovU\n",
       "2jQhgY40bRUh10ohSSBEYUz0TQowZjif+17QaA6KE+yVB7G1xafV0yxjyay3o7SmzWivuSa6TCRw\n",
       "duzG3r6LsL8P78hBvOwJyr96i/K+d7Ef3Iyz62GMzq6a7vduCEOiy0WCq5ejXHmsmSuvJ6rifZcq\n",
       "imuNjNKas30uB381ypFzeZSOJoDtXp9g1/okK7vs5sKvRjgyQbuVQMskpYp3HupwToYrzRatNYqb\n",
       "ja1GIEiLblplN+vYiRCaPMOMqD6G9DWGVR8D+iID+uLkdlplJ51GL11GD51mL+1GB5YhERIkctI4\n",
       "IyK1vvsl0ILk0gszDnk0fGFbzh9FpkACS9IwMBrgBbf/ffpGH7WOzPX2VZLzozEODJV5ckMZNamg\n",
       "JjEnZ55I0um56zH0dcCr3rscC8/QIhL8y9in6JKz743WWtFmtxE3a+cVt7VX2VbHBti0AVUukz94\n",
       "kNzevXhHD+MdPUxs/XpaH3+c2Pr1c36D1H4eMy6xu+Z2IXG/dHcvjPzbeDHg2rBLoiXB/PctTE3J\n",
       "DXnveI63Do8yOBZJGi/vcnhqaysPbUwTsxvPsCwWOjtSQFQz46kyRTVOWRWhhiIyWmu0piKDLRAV\n",
       "/X0hBYaIWlMlVIypQBoVOdOKa2sIMAyBKSsdFAKMqsfWDqyf/C0f5LlauszV0lWulq7QV77GmD/E\n",
       "Wf8oAKYw6Yn1sjS2jN5YLz2xpbTbHTWrlQp0AP0zf3/DG/FiUGJ8/MbYklBFE5HudqKsahUYwuHg\n",
       "JZNdy7yq7wm1xhIB1hxMVRqnwM/k2wyKEbp1B58Kn8IJYozPciSL0oqU0YLrgkuhJsfW1p5kdOQu\n",
       "29q4leSGzQTnz1Le/wHlM2conzmDsaSX2J7HMNdtmFNjrkeLcGUAo2sJ0m58jeXu7hYGBsbn+zCm\n",
       "RWvNwJhPrqQaunBtMOezN5vnwNkiXqAxDdi5LsELuztJ2wohBKVCmVJtLo8mt9HenmBkpHjbs0ls\n",
       "ncDVRUoU8HX5jlY1NWGUiWorhIh0OwwpkBUvVkwYWgmmFBgSDEMipa7MhZq6lomKdv2Ei6eAu0+r\n",
       "qIagm5V02yvZYYNKK4aDQa77fQz4/Qz4/VwtXeFK6fLkJ0xh0Wl202Utqfzspt3suKcpZYEOZ/X+\n",
       "KfeQyWTOTfM5nc1m181qT9NsazZvNqQg4RgU3HDaHF3M0qzrcjk1EGMgb9CduvOLMYSg5GqsOrsb\n",
       "V+jnNfkuZeGSUWt5Sj+MyezzSUpr4kaSpDE/VeNCSqxKy1rQ34f74T78U1kKP/o+srOL2J7HsTZs\n",
       "nJNKciEEKEXYdw3d1o6RboxBLwsV11f0jfiEqjFbx7TWnL/u8s6xPKeuRrMU0gmDZ7Ym2b0+STJm\n",
       "0N4er2JcmtQTrTWhYtJLjskESZlECI0v8niUCIWHaRiYUmAZEilvGdTY8Egh6bKW0GXdSHsG2mfQ\n",
       "H2DQv86g389AcJ3r/jX6/auT7xFI2sx2Os1uOsxOOqwuOs1uEjJZU4dnumXCdG1fszK8U5HNZs8D\n",
       "T8z2c6m4pOyrW4eQVWFTT2TEj/XFeHZD9WW5F9TkT6mKQnFIZNknDiGAp9RDbNYb7knZTWuNIx3S\n",
       "DTKVzOzpxfzsrxEOD1F+/z387HGKP/lnZEcnscefwlr/wJx45kIK1OgIulTE6F7SbEW7B0YLAUO5\n",
       "qHit0XLHodIcv1jinePjXB2O/KpV3TaPPZjiwRXxhlxwLBa01igVec6GjDxm0xAkbEkQk0gpsAyB\n",
       "bYFpyCr/FpHyYqB88mqcsipX1C0bvyDubpjCotdeRq+9bPK5QPsM+0MMBQMM+QPRz2CQkWDols86\n",
       "wqHd7Jx8dJidtJkdxGXinq6/KY14xcCSyWRiwGeBJFEhnQGsBf5s1nurIemEZDgfTpHjiFjX6eKY\n",
       "ihP9MZ5ZX6g6lCRQiiDUNRd4GCfP63Iv18QACR3jk+pJltJ9T9vSWmMJe0a94HON0dFJ8tOfI3z0\n",
       "Cdz338M7fpTij3+A0dNL7ImnsVatqfsxCCnAj8acys7upkDMDFFa0zfsUfIar3gtCDUfnSnwzvFx\n",
       "RvIhAti0Ms6Tm1Os7Pp4a2XXkiDUUDHSplF5yBs/HZuK93zj/OjujmHPIlBtSos2GU1U9CcNeolA\n",
       "Bw1ZEHevmMJiid3LErt38jmtNePhGEPBIMPBIMP+IMPBEP3+Nfpu8toBbOHQbnaQNmZ3n59JwP67\n",
       "QBx4AHgTeAb4waz2UgdsUxKzNP40nrRpwMZul8PX4lwatVjVfueJZwhJ2VWkatR6otGcFOd5R3yI\n",
       "LwLW6BU8ox4mzr3rgRvCbEgDfjNGWzuJF1/CeWgP5ffeicLs3/sHzBWriD39HOaSqeTzaks40I9K\n",
       "pTE7Gm8MayNR9kL6RgI0NJQB9wLFh6cLvHNsnPGSwpTw8ANJnngwRWe6OenuXghDjRDRQs00BHbF\n",
       "WBuGIGYL7NuMdD2xpEV7xaB7yqWgCriqhL/IDPoEQgjSZhtps421bJh8PtABY8EII8EQw8EQo8Ew\n",
       "I8Ew1/0++v1rs9rHTIx4BtgA/B/AfwT+K+D/ndVe6kQ6bjCQ86fNjW/qLXP4WpwT/bGqRhwiLfVa\n",
       "ZJkLFHlH7uecuIylTZ5Te9io197XYBSBpMPsbLgw51QYHZ0kP/trBP19lH/1FsGF8+S//Q3sTVuJ\n",
       "PfE0MlXffP7EvHLfLWF09yDNhq/dnHNGCwHDOb+hUg9eoNibzfOr43kKrsI2BU9uSvH4ppZFM3ik\n",
       "nkzkpqUAy4zC3FbFWMcdgWXKhuvzt6WDLaOoiq98CpMhd39RGvSbMYVJp9VNp3VrdDbUISPBMN8d\n",
       "+ubMtzWD9/Rns1mdyWROANuz2ezXM5lM710/VSNEPIb2q7fMCSCOQaGsq8/vBpYugYStODXo8Lzl\n",
       "Vu3j87QmtK1bX7sj4a5vrQSYeF1rQh1yWJ9gvzhKIAJ6dTfPB3tI6wRoxaQNF2JWFR2RAV+Y4iZm\n",
       "Ty+pL/4m/oXzlN56He/4EbxTWWIP78HZ/QiijvPDhRAQhoTXrkBH57zKxzYSE2M2i55CNogB9wPN\n",
       "+6fyvH10nIKriFmCZ7e28NiDKRJO03hXIwj1LcbaNgW2KYk7csHqvls3hdxDHZIPo5C7p7xKJfvC\n",
       "/LtmiyEM2vwkvdfUjP/gmRjxo5lM5i+A/wD8bSaTWQbMWVJKdneANfXukh0wNuRNu8pcv0pz+DRc\n",
       "8ttY0VP9ffm4vCc1p4vuOX6V+yVj4SgxEeeJlufIxLcghIj6G7UGpUGFEKjop1KV59Stj1AhQhV9\n",
       "Rko67K6GWz3PFmv1GsyVv4937DDld9+m/N47uEcOEX/2hboXvwkhCIeGUKUSRufCXAzVCi9QXBv2\n",
       "UZqGOKeCUPPh6QJvHsmRLyscS/DcthYef7Cl2d9dQWmNVhrDiIy0bQgsU5BwJPYilow1hEGr2UYr\n",
       "bSitKKoCJVXCU+5ke9qiw/WhUIBSGeG5rLqgLKA8k4/OxIj/p8Dj2Wz2aCaT+e+BTwBfuY/DrSlS\n",
       "QMKRlL2pc+MbVsLh03D6EqyYIjVb9jTpWbSaXfMusz+/jyveRQSCLYmdPJx6DEfelPuekPKRAAbM\n",
       "oJ1ZAyLUdNOFCHx0EEAQQhBAGKCDEKRoqFDo3RBS4mzdgb1xE+X338Pd/z7FH/8Ac/Ua4s9+AqO9\n",
       "fvlrIQW6VCS4egWje2H0lNeafCnk+pjfEIsYpTVHzpf4xaExRvIhtil4eksLT2xqmdFAosVKVAke\n",
       "GWzHigy2Y0sSTrWq748PUkhSRgspIxJKKoUlSqqIp8sLP48eBJAvQrGECMMbUdpZ3tvvasSz2WyQ\n",
       "yWRGMpnM08AYUaFbQ1UNpeIGRXfq3PjyJRCz4cxlePah6nPEvUBVvJSp96O15op3kf35ffT5V6Jt\n",
       "2yt5vOVZOqzaqIdJJEtiS6dU/9FKoT0X7bqRgfc8dOCB0gijscOPwraJP/kM9uatlN74OcGF84x/\n",
       "869xdj9CbM9jCLM+IfabZ5XT3o5MNUab3lwwlPMZLU6vqTAXaK050+fy6kdj9I34GBIey6R4ZmsL\n",
       "yVhjn7f1IAwj8RLbkjgVw52Mf7wN9kyIG3HiRtR9EuqQQpjH1W7FS1c1nTBZF5SCfAGKZYTng3Fv\n",
       "hvtm7mrEM5nM/wV8ATjLrVnhmo0PvV8mckJRu8SdSClYt0Jz7CxcG4RlVTq9BFAsh6SqFNF4yuVM\n",
       "+SQnikcYCCI9vFXOWnYlH6Hnpj7B+0UgWWJNbcAh8mpFLA63aYcr30OXSmjfR7tl8H2QsiG8r9sx\n",
       "2jtIfvFL+GdOUfrlL3Dffw//5AniL7xY15Y0IQTh8DCqVMbo6m7I76ZWKK25NuzhNkD7WP+Iz0/3\n",
       "j3Kmz0UA29ckeGFHmvbUx6PoUGuN0hpTShyrYrBjAsf6+C1eaokhDNJm6+TvblimqAt4ymu8XHqh\n",
       "BIUiwvVuTDypkVLoTK6iTwGZbDY7O33QOSYVk4zkp5Zj3bASjp2NQupVjXhFvS1VsY1aa656l8mW\n",
       "jnKufJqQaKjMWmcDu1J7blHvqQVyBgZ82s9bNlg3QsVaKXSpiCqXI6NeWfU1ykkthMDesBFr9RrK\n",
       "e9/F3f8Bhe/9A9amLcSffg4Zr4+MnpASXS5Fg1S6exZleN0LFFeH/Cg1M48GvFAO+cWhHB+eLqA1\n",
       "rF/q8OLOVpZ2LL7v/GYmQuOWIYnZkeFOxY0FW3S2UHCMGE6llVdpRUmVcFVpcjqlFHN8/7s5z61U\n",
       "5G3X4XqciRE/C3Uc61UjEjHJaGHqL2hlD9hWZMSf3lU9pJ7zC4wWr3HZu8Bl7wIlFUk4po02NsY3\n",
       "szG+aTI3UysmhFy6rCU1DQUJKRHJ1GRltlYKVcijy2Vwy+hQRfO65xlh2cSfeg5r4yZKP/8p/vGj\n",
       "BOfOEn/2eazM5rpcdFF4XVfC6x3I1MIYTDITCuWQ/tH5zX8HoWbvyTy/PJzD9TXdaZNP727lgeWL\n",
       "V4QnrAhGxWxB3DZIxY1maHwekUKSNJIkjWiw00SBnKfc+hp1pWA8H4XLg+Ce89yzYSZGfAQ4lslk\n",
       "3uVGtZzOZrN/VLejukeSjqDgVg+pG4Zg3XLNifPQPwzdHSF5hhnTA4zpAUZ1P2N6AHLR++MyQSa+\n",
       "hY3xzfRay+pyU1RaE5Oxmnv11RBSYrSkoSXKB6tSEVUoosslCGcnuF8PzCU9pL78VdwD+ym/9zbF\n",
       "n76MeTJL4oVP1a23PAqvD1XC6wu/ev1m+dT54sy1Mi9/MMpgLiBuSz77cCsPP5BcdAZNqaitNWZF\n",
       "rV0tTU+7oZkokKPihEWeehFPubjaJVB+ZZToPRrbyXC5OyeG+2ZmYsRfqTygUjxNjbTTa4nWmkQc\n",
       "hksuWgT4uPjajX7iUtLjJLaM07tinP3OODrIobnRfy6QdIhlLDVW82Drurr3Z09MI2sz56dGUMYT\n",
       "kyFru8UC/xq6WASt5y0EK6QktvthrPUbKL32U4JzZxj/2/9I7JkXsDdtqY9XLitzyq9dicLrdexf\n",
       "ryf9Ix55V82bAR8rBPx0/xhHL5YQAvZsTPL89tZFVXEehqrSjy1IxUzizT72BUvkqacmh0kprXBV\n",
       "ebJIztc+ihBjOp1334fxQlRdXmkLno/JLjMx4q9zw3hDNOFtRv1rteAvTv3vqJuFVyqj7Cb+A02o\n",
       "FYoZeJNxSMQh8GJ0EA2GbxXRI0UHhjDQWtNp1Tdnp7Si1Wij5aaijPnEiMUwO7ugE1SxiCqMo0sl\n",
       "mKfCEKO1jeRv/BbekYOU3nqD0qs/wT95gsQnP12X0PeNiWhXoL2r7qpytURpzbUhj3IwP/2zodL8\n",
       "6nieNw7n8EPNyi6bzz3Stijy3iqam1kpRJO0xO2mt71IkUISNxLEuVGL4yufkiriay96KB8ByEIJ\n",
       "CiVEpXh4spV4npiJEf8esB04VPl9K9CXyWQC4D/JZrOv1evgAGJGHHVz1bmIbrpiUsxUYAgDAwMp\n",
       "DISWhIGJLRxMHCwcLOEQJ0VctPD23hRnz1k89mlY0nHnF6+BkquI18mD0FrTYXaTMOo8//QekYkE\n",
       "MpGIcuj5HCqfB9+f8/Y1IQTOtp1Yq9dS/PlPCS6cY/xv/5r485/Ezmyq0z4l4dAgyi1hdDR+eN0P\n",
       "FFeHPZQW82LALw+6/HDvKP2jPklH8rlH2tixLjHv7Wz3g1YaBMRtSTJm0hJvnGLQJnOLJS0sGTla\n",
       "ynUJ8qP4+RwuIQoDXyhCFVbmos9fxGkmRvwy8MfZbPZDgEwmsw34H4A/Bf4JqKsR/+N1f8LIaPUx\n",
       "olPRP+ITVldq5YHlmlPnogK3JVUi2VIISl59jLhA0G31YMnG91KElBjpNox0G8oto8Zz6GJxzkVm\n",
       "ZLqV5Bd/E+9w5JUXX/kR/tnTxJ//JDJW+0IpYUh0sUjgXsFY0tuw2utlL+TqiH9fuvz3vG9f8fMD\n",
       "Y7x/soAGdq9P8OKutgUbOldKIyQkbEkqZlZtM23y8SNyZMZRhTx4PtKQOKaDc5NgqdI6Cr/jE+oA\n",
       "XweEKphTwz6TO9S6CQMOkM1mD2cymfXZbPZiJpNpyLM9ZgsK5epp+9VLo+lmpy/B49urV6mXXQU1\n",
       "jNoqrXGEQ6fV3fhiBFWQTgzpxNBKEY6OQjGP1tW/u3oghMDZvhNz1WqKP3sZ/+QJgiuXSLz4Etbq\n",
       "tXXZH0oRXr0CXZ3IRGOF1wvlkL4Rf17y39nLJX60b5RcKaQrbfKFPe2s6Vl4o0EnCtMSTtNwN7mV\n",
       "G05LaTLyO1VPtxSCmBEjdtOUSqU1gfLx8Ah0ZNwDHUaSsdQ+RTkTI34mk8n8OfA3RLPEvwKcymQy\n",
       "T8BMEtFzT0vcJFd0Map4jZYpWL1Mc+YSDOegs0paOtTgegqnBhrOoVakjVZazbb73tZ8I6TE7OhA\n",
       "t7ejxsdR42OR3vscGROjrZ3Ul34H98P3Kb/3NoXv/yP2zt3En3wWUQePWUhBODCIailjdtRGke9+\n",
       "GSsEDM5DBXrRVbzy4SgHzxUxJDy3rYWnt6QXVI5Ya43WUai8JWGSijVD5U0itNao8dyk1y0Mec/3\n",
       "NSkEtmFj36azHegQX3kEBBXDHj2A+zLuM7nzfQ34M+BbREb7VeAPgV8D/uSe9lpnpATHMqZUcFu/\n",
       "As5cih7VjLghBQX3/ox45KlKeqzeyXF7iwUhBEY6jZFOowrjhGM5CII5MeZCSmKPPIq5Zg3FV36M\n",
       "d2A/waWLJD/zeYyuKio+97s/Q6ILBXzXnffRpkM5n9FCOOcG/MTlEv+8d4R8WbGsw+KLj3fQ07Zw\n",
       "qvhDpYhZBsmYQWvSWNA5+ya1RXkeKjeGLhVgwpDWST/DFAamcWcK8HbjDop4iSkSwlW2e7c3ZLPZ\n",
       "MeC/rPLSzAeezgNxW5Arqqqrm7XLIuGcM5dhz9bqn3enGahyN5RWJGSKdrNj0a/0ZbIFmWxBFQqE\n",
       "Y6OVIrj6pwzM7h5afvv3KL39Bt6hA4z/3d8Qf/JZ7J27a/6d3zLatLMLmUjWdPszoX/EI1+e2xay\n",
       "kqd4+f1RDp2PvO9P7kzzxKaWBdHzrVQ0rjMVl7QlHSxz4aWxmtQHrTUqn0cVxsF1EYaBmM/CtNuM\n",
       "uyZk2xEVzPjzU72QyWQ+ymazuzKZTLUVgc5msw2dRErGDcaKYdWyH8cWrOjRXOyDXEGTTt75Ll9r\n",
       "vCDqC50pWmsEgk5zyaRI/8cFmUwik8nImI+OQBjW3TMXlkXi+RexVq+j+NorlN78Bf7F8yRe/Exd\n",
       "DK0QgnBwAJUqY3Z01nz71dAVDfSSP7ca6Gf7ynzvVyPkiiHLOyPve0lr43vfKlTEHIPWRDPP3eRW\n",
       "VBCgxsagVLhR09PgQ6NmwpRGPJvN7qr8XJBLWCmi/k4/mDqkfrEPzl6GnZk7XzeFoFBW2KmZ/flK\n",
       "KZJmC21G+6L3vqdj0pjnx6MiOF09GlJLrHXrafndP6D46ssE588y/s2vk/j057BWra75voSU6EIe\n",
       "3y3XPbyutObKoIcfzl0PuB9oXjs4xnsn8kgBz29P8/SWxva+daVILZ0wSPXEFlSevkn9UaUiYS4H\n",
       "5dJkq+xiukfPZIrZBuBR4NvAfwB2Af9FNpt9q87Hdt8kHcmIX30oyroV8PoHUUi9mhGHmYXUlVY4\n",
       "Mka73YEpG99TmStkqgWZaiHMjaLGxup+0chkkuSvfwl3//uU332Lwve+g/Pwo8Qee7LmPe5zEV5X\n",
       "SnNp0EXpuRPc6Rvx+Md3hhkYC+hKm/zGEx0s72zcdshQaWKWJN1ikk4YdLc7DAx4831YTRoArRRh\n",
       "bgxdKNyICi4Cr7saM3Ej/gr4C6JCto1E+fH/lciwNzSJmGQkX/21ZFzQ26W5OgDFsiYRqxJSDzV+\n",
       "oLHMO19TWmEKkzazs2GFWxoBI92GTKUJR4bRxXxdc09CCGIP7cFcvpLiKz/C/WAvweWLJF76Aka6\n",
       "9up4N8LrpZpWr/uB4sqQj56jHnCtNftOFvjZ/lECFUmmvrirdVappLlEKU0yJmhLWcSa4zyb3IRy\n",
       "XdT4WCQhPaE42cBRpJvRWhNevYyXPTGrz83EiMey2ex3MpnMXwLfymazb2YymcZUwKhC3JGUp/Co\n",
       "16+AvkE4dwW2rL/zdUMKCuWQtpvmHiutsIRFu9n1sct73ytCSszOLlS6FTU8hC6X61r8ZvYupeV3\n",
       "vkbx9Vfxs8fJf+vrxD/5GewNG2u+ryi8XrvqdS9QXBnyYI4MeKEc8oP3RsheKZNwJF9+vJ2NDTht\n",
       "TFekl9MJSUfKnvcZ6U0aC1UYJxwfB9ertIc15gL0drTWhIPX8bPH8bIn0PnxWW9jJnecIJPJfAn4\n",
       "PPBnmUzmizRof3g1ko6kUA6q5vTWr4B3DkQh9WpGHJhcACilsGWMtJkm1jTe94S0LGRPb5SjGh4C\n",
       "Vb98uXAcEp/+HN7K1ZTeeI3ij39AsGM38adq31M+GV6/egU6OyfHv84W14tkVOdKh/l8v8s/vjPE\n",
       "eEmxtsfhN57oIJ1oLM9WK40hBemUSVvSWFS5zCb3x4T4lC4WonuJrF97WK1RuRxe9jhe9hhqaDB6\n",
       "0nawN2/D2rCRwg//acbbmsnd7F8TSaz+Z9ls9momk/kt4F/dw3HPC44tpyzKaWsRdLZqLvWB52ts\n",
       "69b3Ka1QocRWCdqdtukn2jSZMTKeQCyLRxfg+FjdVs1CCJwt2zB7l1J4+Yd4B/cTXrsShdfb2mu/\n",
       "PykIBwdRpRJG5+y010teyLXhuZkDrrTmraPjvH4ohyBqHXtyU0tDebdKRfO521uthltYNJlfbiiq\n",
       "FRDSiGJWDXTuToV2XbxTWbwTxwivXIqeNAys9Q9gPbgZa806hGmig9n5yDPpEz8E/NFNv39ldoc+\n",
       "/8QdQWmKOePrV8C+o3DhGmxYqVGEmMLGwsERCWwrBp7AiDVvJLVECIHZ3o5qaUENDaLdct2MudHZ\n",
       "FfWUv/FzvGOHGf/2N0h88jPYD0xR0XgfCEOiS0WCq5ej8Lp998KwQjmkf3RuDHjRDfnuuyOculom\n",
       "nTD4zac6WNXdOGJEodLYpqA7bTVbxJrcQjg+jsrnblJUa/zzQytFcPE83vGj+GdOQxi1fxvLV2I/\n",
       "uBnrgY1IJ3aXrUzPgslt3w/JmCRfDjDE7Z52yJoVsO+o5OxlyfZVKWIiibzN4y6WNaTn8og/PkjT\n",
       "jELshTzh8HDdIsnCski8+BnMFSsp/uJVii//kGD7LuJPP1ef8LrWhH3X0G3tGOmpT55COaR/xJuT\n",
       "HN6lQZd/eGuYsWLIhqVR+DzZIIvTUGkcS7Ck1WqYY2oy/+gwJBwbQxfywERvd+OHzMOhQbxjR/BO\n",
       "HIvC/YBsa8fetBX7wU3IGhbaLlojrrRCo9AIDBmJvksMJBKBgUE0rrSzw6Yt2c/5qwpbVw8peqHC\n",
       "D1RT9amOyGQKEU8QjgyhC/m6rbLtTVswenqj8Pqhjwj7rtY1vK5GR9DlIrrzzja0fCmkf9RD1tmA\n",
       "T1Sfv/LhKBp4YXuap7e2NIT8qFJR90fTeDe5mTtC5gLmqtjzXlHlEn72BN7xI4T9fQAIJ4a9fWfl\n",
       "vrO0LtG2mfSJp4lay0rAmWw2W675UUxD0kzhTpvvuDFXfOI/KQQGJoaMjLZE4iR8ClOE1B9cGee9\n",
       "E3nO9bs8sOzO0IYhJbliSGe6acTrSVTF3o1KpgiHButW+GZ0dNLy5a/eGl5/8aU6Va8L8DzKFy6g\n",
       "jCQyHhVFzpUB9wPNj94f4cDZIklH8qWnOljXe3/hu1owYbybYfMmN7PQQuZaKYJLF/COHcE/Epod\n",
       "/wAAIABJREFUcwrCEITAXLMOe/NWrLXr6zKc6Wamk11NAv8P8NvACKCB1kwm81fAn2az2TlRVeh0\n",
       "OlHm/QtOpBMGuZJftcht04rIiB+/VKpqxCGa4jQ3QptNZCyOWLYi8srz+bqEmm+E11dQ/EWlen3n\n",
       "Q1H1ej1EIYQgHOhHpVIUnbbKJLL6GvDRfMDfvzXE1WGfZR0Wv/1MJ63J+Q2+Ka0xhKC71SSdWLSB\n",
       "wCazQCtFODaKzudB6wVRZR7mxvCOHsY7fhQ9ngNAdnRib96K/eDme+5QuRemu4r+feXnymw22w+Q\n",
       "yWR6gf+58vjTOh9bTYnZBqYIqOaLr+q2STqSE5dLfP6RtqohdTdohtTnEiEEZkcXKtlCODgAKqyL\n",
       "V25v2oqxpBJeP/Ah4bWrJD/7hZrmrCYQUjI+lGOklEN0dIOsnxraub4y33l7mKKr2LU+weceacea\n",
       "ZzlSrTXtSZP2VLNVrMmtwixCyihk3sDnhQ4C/LOn8Y4eIrh4IXrSsrC3bMfesg2jtz7h8rsxnRF/\n",
       "BtiSzWYnp6lks9m+TCbzx8AHdT+yOhCPCYpVQupSCjIr4uw/U+DSoMfqJXdW6zZD6vODdBzEsuWE\n",
       "IyPofK4uXrnR2UXLl79K8Rc/w88eZ/xb3yDxqc9irZtCPOAeyZdDRgsqKrAc6EO1tEJL7RcL+07m\n",
       "+ckHowgBn3+kjYcfSM6r0VRK0RI36Gq1GyIP32R+WWjCLOHwEN6RQ3gnjqJLJQCMpcuxt2zD3phB\n",
       "WPMrTTydES/dbMAnyGazbiaTmfGYtEYiHTfIl/yqnvbmlTH2nylw/FKpqhGHZkh9voi88g5UIl63\n",
       "XLmw7UgcZsVKSm/8nMI/fxfnoT3EHn+qJuH1fDFgJB/eMGJSIvNj6HIJ3d4FNcibhUrzkw9Gef9U\n",
       "gaQj+fIznVOey3OBUpq4I+hON0eBftyZDJkXFoYwiw4C/NMncY8cJLxyGQARj+Psfhh7y3aMOZpi\n",
       "OBOmu3Pc+0DtBiXuGEjhV31tbW8MxxQcv1Ti07tbqxqJZkh9fpnMlQ8PovOFmku3CiFwtu7A6Oml\n",
       "+OMf4n64j+DaFZIvfQGZarnn7ebLIaHr3+mFCokIA8TAVVRLG6TuvY+x6IZ8561hzvW79LZb/M4z\n",
       "nbfIBc8lWmlMU9DTZpFwGrswqUl9UZ6Hyo3eCJlDQwuzhMNDeIcPRrluN6rhNleuwt66A2vdhroX\n",
       "qd0L0x3RA5lM5vUpXttQj4OZCxIxWTWkbhqCjctjHL5Qom/EZ2nHnSESQ0rGigFd6cad7LTYEUJE\n",
       "FezxBGp4qC77MLt7Iu31n/8U/1Q2Cq9/+nNYq9fMeluFsmIkH9LWOs05IyRyfLTilXeCMbsbxcCY\n",
       "z7feGGQ4H7JpZYx/8XgHjjU/C02lNB0tJu3ztIBo0hgspJC5DgL8M6dwDx+cVFIT8QTOw49Gue46\n",
       "tJ/WkumutM9P89qC9dJbpgmpb1oZ5/CFEscvlaoacWgKvzQKMpFExOKEA9fRrhuF52qIcBwSL30B\n",
       "b/kKSm++TuH7/4Cz53Fijz4x4xtS0VUM54OZ5YGFRAQ+4vpVVLoDZljdeq6/zN+9OUTZ0zyzpYXn\n",
       "d6TnJe+stCYVk3Snm8NJPq5EIfOKMMsCCJmHY6OR133sCLpUBMBcsQp7+87I614go0unNOLZbPaN\n",
       "qV7LZDL/BvhlPQ6o3iQcAyGrh9Q3LIthSjh+qcQLO6oXHLmhpuyHzRGIDYCQErOnlzCXQ42O1N6Q\n",
       "C4GzYzdG7zKKL/8Qd9+vCK9eJvGZz9+1haTkKobGfeRsR68KicwNo0t5dNv0ufIDZwv8cO8IAL/x\n",
       "eDs71tV+rvndUFpjSkFvu0Xcbl4TH0fuqDKHhg2Za6UIzp/FPXSA4MI5AEQsFuW6t+7AaO+Y5yOc\n",
       "Pfca8/pvgD+v5YHMJQlbUqoyntSxJOuXxsheKTOY8+lKW3e8x5SCXCEk1ta8YTUKRjqNiMUIB69D\n",
       "WPtWNLOnl9RXvkbp1Z/gnznN+Le+TuLTn8datbrq+0uuYih/DwZ8AiERQSVXnrqzgl1rzeuHc/zy\n",
       "8DgxW/Dbz3SytmfuBVyU0rSlDDpb7rxOmix+FlLIXBWLeEcP4x4+MNnXbSxdhrNtJ9YDmYbMdc+U\n",
       "hXvk90EqZlAoTx1Sz14pc/xSiae3VL85FcsLNpuwaJG2jVi6nHB4Qra1tjcU6cRIfO6LuAc+pPz2\n",
       "Lyl87ztVw+tlTzE0HiDu1YDfjJioYC+i2zrBsglCzQ/eG+HQ+SLtKYPffa6L7ta5NaKqonPe02k3\n",
       "izw/ZugwxBscxL/U3/DCLFprwr6ruAc/wj99MlJTMy3srdtxtu/C6F4y34dYEz6eRjxucH2sekg9\n",
       "syKGFHDiUpmnt1RPfodaU3TDZuVtgxEVvXWh4lErWs3b0IQgtuthzKXLKLz8z3eE18u+YiA3wxz4\n",
       "jHcqEWGIGOyjaCb5+0OKs30uK7psvvJs55zrjWutm2prH0NUqYTK59ClEmFnS0MLs+jAx8ueiEYP\n",
       "D1wHQLZ34Gzfib1pK8JpnKl9tWA62dW/muZzC/5biNuSsn+nR51wDFYvcTjX75IrhlVnGUspyBWb\n",
       "RrxRkYkkwokRDFwHz6t5rtzsXUbLV36f0muV8Po3v471yZcYbl1Rt6KycU/yjX1F+vKCzFKLLz3T\n",
       "hT2HXrDSmpgl6G13qkoXN1l8aKVQ+Rwqn4cgiPLdDRwyD8dG8Q4dwDt6OGoPEwJr/QPY23dhrly1\n",
       "aFUCp1tO31y4NmHtJr6FN+pyNHNIKm5Q9Kr07hKF1M/1uxy/VOLRTPUCpqKr6n2ITe4DYRhYvUsJ\n",
       "RkfQubHah9djUXjdO7if0ltv4P7zP2FvfQR/++NQ430NFOAbB2C0LHhkOXxug4scG0C3dtZEJOZu\n",
       "aK3pTje9748LUW93VKiGqIzWbVDjrbUmuHge9+BHBOfOAJX2sEcew9m6AznNGOBGQ4cKLBORTgHM\n",
       "eDaJ0Hr6/G4mk1kFPERkyD/IZrOX7+dA7wE9MDBe+41qzdk+t2pefKwY8O++18faHoc/+GR39c8r\n",
       "zZK2xTGBqbu7hXp8x42CKpcIBwbqEv0LQs31M5eJvfUyMp8j7F6G+9Rn0Mlbbx7pdIxcbvYDAC+N\n",
       "wd8ehKIPL6yD59bcFMVUISrVAi3tdQltKqWJ2YKl7QujbWyxn8f1RGuNyudRhXFw3Wnbq9rak4yO\n",
       "FObw6O5Euy7e8aO4hz5CjQwDYPQuxdmxC2vDwilU06ECw0DE48hUC7IS6u/ubpnxBTddOF0C/x/w\n",
       "FeAoYAPrM5nMt4F/nc1mF7QrKoQgbkvc4M5FTGvCZHmnxYXrLoVyWDXvKKRgvBQuCiO+2JGxOGL5\n",
       "CsLr19Fe7XrKg1BzfTRAd/ZS+uzv4uz9OeaFk8R//E3cx14kXHV/mkinh+DbhyFQ8MVN8NCy294g\n",
       "DWShgC4W0el2SNSuxUxrTVfanPepZ03qi/J9VG4MSkW01pHX3cD90eHIMO7Bj/COHwHPA8PA2rQF\n",
       "Z/suzN6l8314MyJynDUinsBItkyOJ75XprtC/y3QDizLZrOjAJlMpgv4y8pr/+N97bkBSDiSsh9U\n",
       "zZVsXpngytAYJy6XeWhD9Ztj0VU3TvwmDY2QErO3l3BsFDU2dt+GPFQVAz7xhO3gPvUS4dJV2O+/\n",
       "QezNH+Fv3I63+5l7Cnkf6Yd/PBo52L+9DTZVDwiBEAhAjA2iCzl0ugPuo3BHa41lCHrbm5Xni5Wp\n",
       "vO5GvY9prQkunMM9sP9Gb3cqhfPQHuyt25E1XLzWE61CRCyOkUwiEqmafd/T3V1+C3gim83mJ57I\n",
       "ZrODmUzmq8A+FoERTycMhsb96kZ8VZxXD4xx7GJxSiOOgFwxbHorCwijtQ3hOISDg4h7FB5UWnN9\n",
       "1Edz23kjBMGGrYRdS4m9/TLWyUMY169QfuolSK+Y8fY/uAI/PAG2Ab+7A9bORPVRGFEV+3A/2olF\n",
       "xnyWi4dQKdpTZrPve5ES5bpz6FIUCm90r3syZH5wP2o0EjUyli3H2bEba/0DC0JRTYch2DYykcRo\n",
       "SdelMHC6q1zebMAnyGaz+UwmE9b8SOYBKQWOZeCHd97MO1pMlnZYnO1zKbqKhHPnly+FYLykaF0Y\n",
       "C8EmFaJBKsvvKbyutaZ/NEDpqT+j2zopfeZ3sPe/hXXyIPGXv4168gVYtfmuues3z8OrZyBhwdd2\n",
       "wvLZ1uUIifA8xPUrqHgKWttnVJQkNCzvtJuqa4uMqMJ8HFXIR50aRuPPcg9HRnAP7cc7diNkbm/a\n",
       "ir1zN+aSnvk+vLuilY4iZIkERjqNrPOo0umMeJDJZNZms9lzNz+ZyWTWArOv0GlQEo5krFh9TbJl\n",
       "VZxrwz7ZyyV2ra9uqcteSBBqTKOxL4wmt3Iv4XWtNdfHAtRMqkFME2/P84RLV+G89yr6rVdxlp/G\n",
       "ffxFiCWqbBteOxsZ8VYHfn8XdN/P4lAaSLcE/YWKMW+DKgI0SmsStqCnvTnrezGhSkVUfjyafy1E\n",
       "43vdE1XmB/YTnD8LTITMH62EzO+8ZhoNrVQULk+1zOnxTmfE/xfg+5lM5j8nCp+bwBPAvwf+uzk4\n",
       "tjmhNWkwPO5jVFEd2rwqwWsHchy9OLURNwzJaMFvTjZboEyG12dQvT6YC/BDjbg9jD4N4cr1lDp7\n",
       "SOx7DfPyOeSP/hbv8RcJl6+dfI/W8JNT8KtL0BGHP9wNbbVSURUSWS5CKY9KpqDlhjHXStOZNmlr\n",
       "poMWBcr3UeO5qDUsDBteChVAe96NkPlElfnSZTg7H1oQIfOJtjCZTNUtXH43phuA8s1MJmMB3wBW\n",
       "VZ4+A/y32Wz2n+bi4OYCQwocSxJU8a46W0x62y3O9pUpeYq4Xf0fKF/SdC2cdsQmt3Gjer0fPYU4\n",
       "zGDOxw1mZ8An0IkU8gtfprT3XewD7xJ7/Qf4D2zDe+gZlGHxwxPw4VVYkoQ/2AUt9ZBSEhJZLEIh\n",
       "j0qkEC1tLOty5m1kaZPaMCnIUijcCJdDw0qhThCOjeId/Aj36GHw3BtV5jt2Y/b0zvfhTcuN6vIo\n",
       "zy3nWQFu2iV4Npv9a+CvM5lMN6Cy2Wx9BjjPMwlHkitVj5FuXhXnFwejkPrOKaZEhaopw7rQicLr\n",
       "SwlGRtDjt4rDDI/7lL3760IQQhBsfohw6Spi77yCdeowsu8yLy/9NB+O97KsJcqBJ+sc0FEIYn6R\n",
       "Tr+MzKXQbR0N7+00uZXJ6vJiAdxSVAfR4OFyqITML1+MQuZnTwMgEsnJCWIy2djFRToMwXGQyRQy\n",
       "1dIwtQXTGvFMJvMgMJbNZq9lMpl/k8lkngQ+BP6nbDZbmpMjnAPSCYORfIhRJa+9ZVWcXxzMcezi\n",
       "1Ea8KcO6eDDb21GxGGpoAICxQkjB0zXLF+v2bkov/Q7mR+/inNjPZ8f/nu7OPTywYw+xOheVKa1o\n",
       "S5q0TGgblEoEhUuR0ES6FenM/SS0JjNDa40uFlDFwq15btn49xzt+3gnjkUh86FBAIye3ihk/kCm\n",
       "oReRWqloQR9PYKRbkVbjdW5MJ/byb4E/AcJMJvM6sBb4PvAckQjM793LDisiMv83sB1wgX+VzWbP\n",
       "3Mu2aoVlSmxTUKVIna60RU+bxelrZcqeIjZFSL1QVihdu5t9k/lDxuOIpcsZuXCVXDFA1jjPFQiT\n",
       "b1rPEHSs5au5n/HY0F7C187iPvEpdPtUDeH3h0bT3WoRuy18LqQE1yXs6yN0bIyWFmSypS7H0GR2\n",
       "3GK4yyXQNLx++c2EuTG8Qx/hHalomUuJtXETzs7dmEtvVy5qLCa8bqOlpaY93fVgOk/8q8AmIAWc\n",
       "BZZks9lCJpP5P4Hj97HPLwJ2Npt9IpPJPAr8b5Xn5pW4I8hPMWJ086o4rx/yOXmlzPa11asOhYi8\n",
       "tvZUs0hoMTDuakYS3chwFArjVSu774VAwd8dhuwgrOtdSfjCV/E/ehPrzFHiP/k2/rbH8Lc8XDOt\n",
       "aoXGkoLuVmvawSXCkBAEhEPDhMMjiGQy8s4XiHzlYkFrjSrk0aVixXALhBTRaNvGtSOTRCHzS3gH\n",
       "P8Q/eyYaVxpP4Ox5HGfbTmSq+iyKRiDKdQtEIllpDWs8r7sa012hXjabLQCFTCZzuvL/ZLPZMJPJ\n",
       "3I9w7pPAK5Vt7c1kMg/fx7ZqRkvCYKzoV73RbVkV5/VDOY5eLE5jxAX5UtOILwYK5ZCBMT/ywNPt\n",
       "KDuGGB28p6K2m/HDSEb11BBs6ICvbAfLcKJq9VUbsN97DfvguxiXzuA+/sn79sqV1iQdQccsxFsm\n",
       "i/qKBcLxHGEsjpGqrcJUk1vRYYgqjKNKZahM3xJi4RhuAO17lZD5RzdC5kt6cHbuxnrgwYbWMtcq\n",
       "BNtBJluQqYV3nk/3zd7sltZSJz0N5G76PcxkMnK+tdhjloEpgqoaXt2tFktaTU5fLeP6asqKXi/Q\n",
       "eL7Cblb8LljKXkjfiH9rCD0WR3cvheEBRBDc07ARL9R86xCcHoaNnZGUqnVTKjBcvpbS538P+4Nf\n",
       "Yp07Tvzlb+NvfQR/6yNgzP4GqLWiPWnel7a/MAzwPcKhMgwPIeKJ6EZ3n1rPTUC5ZVShEIWZb64q\n",
       "XyCh8gkmqsy9Y4fRrlsJmT+Is3M3Ru+yhjWINyrMUxit9RdkqSfT3R0eqOTCATbc9P8A9zPZIQfc\n",
       "nHS7qwHv7p6bHF0gbfLl6sIvuzemeeX9Ya6MKh7aOHVIyIgbdLcvvHHrc/UdNzKuFzLSX6azc4oL\n",
       "uiuNGhmC/Pis8pJ+qPnL93xOD8OWXskf7bGmEAeKwUu/jr6wFfXGK9iH92JfPoN8/iVE7/IZ709r\n",
       "TU+bjVOHQkvtjyN0CRmPY7a0YDSYQW/U81iHIcH4OKpYRHkeOggQjglODFhYBYVaKZyha+T27aN0\n",
       "8iQAMpkk/dhjtDz0EGYjj/8MQ4Qd1X6Yra0Nu8iYDdMZ8c9P89q9iU5HvAN8AfiHTCbzGHDobh+Y\n",
       "q/GCnhsyNOxXHbu4vicKSe49Nsq67qm/tpFhjREsrIuyOcIR/EBxedCbgZcdB1MjR4Zm5JEHCr51\n",
       "KAqhb+yEL21SFAvu9B9qXw6f+yr2gXewTh4i/O7fEGR24O14AuypF4gajSGiyFGpWKZUvOvh3Qd5\n",
       "dNgPUiLiMWQiiYgn5vWm2EjnsQ5DVLEYedquiw48xB0RlbucBw2Gcsv4x47iHzlAMHzz+M/dWBs2\n",
       "IkyTfAjM85jSamilEIkEsiUddWH4wOAdquINw2wWo9OJvbxRi4OpwveAFzOZzDuV3/+wTvuZNQnH\n",
       "QEi/6mtLWqMq9VNXy5RcRbyKljpEq5tcMSCdaNwcUJNbUUpzZcifeZg8lkAtsRF3Ca8HCr5dMeCb\n",
       "eiS/tVkx48FgtoO35wWC1Rtx9v4cK3sQ4+JpvIefJVz1wB371FrjWIKutDlnhlRMCIqUy4TFyorB\n",
       "thFOLOqltRduiHK2KN+LitE8Pwor+z4YcvLf4k4DvnAIB67jHvoI78RxCPwbWuY7djW0MItWOlpk\n",
       "JlOR173AUhUzRUS5gYZGz+Xqum/Eo+RV/07eOprjtQM5fu3R9qknmwGWIVjRtXBuYI3kwcw1Wmsu\n",
       "DrjTDjSZltwwspC/o3r95ir0DR3wJ085lO7mgU9FGGAd/RDryD6ECgmWrcF75Hl0SysQFbC1xGVD\n",
       "yafqMIzyu7aNsBxkIo5wYnVdYMzVeTzpZfseeF70U6mG7neeLToI8E+fxD10gPDaFQBESxpn2066\n",
       "n3yUcW+eD3AadBhCLIaRSje8gMxUdHe3zPhCaZyrvkFIxQwK5eoh9a2rIy31w+enGU8KlH1F2Q+J\n",
       "WYvnol6MaK25OuTduwEHSHdUqteHJqvXQwXfORIZ8PWTVeiCe1ZHMkz87Y8SrNmIs+91zKvnMX70\n",
       "DfzND+Nu3k17a/y+CtjqwaRB833wfcLxHAiiKmXLBstCxmII22lYD0mHIdpz0Z6HrvwdOvCjf+Cb\n",
       "vewFoJY2U8KxUbzDB/GOHUFX8jHm6rU423dirlmHkBIjmQSvsULmtxaqNaYoS71oGvHbSMbklFHV\n",
       "9pTJqm6b8/0uuWJIOlH9wjWkYDQf0tu+OC7sxcq1kYoe+v16h7EEeokDQwNo3+Mfj0qOD0RzwH93\n",
       "+61V6PeDTrdT/sS/wLhwEvvDN6PCt3PHsJ95Hr1hY0MX6UyG3pWK2qjcMmFuDJRGmEZUgW9ZYBhR\n",
       "pbZpIWw7+r1Of5cOQ7TvowMPHYSRcQ4CCH10GETHKm4VVxFCgLm4rmutFMH5s7iHDhBciIZWilgs\n",
       "kkPdthOjbSYD7ecHrRSYJjKVQrYsjkK12dI04rchhCBmS1y/ekh925oEFwc8jlwo8sSmqYsP8iWF\n",
       "atVVPfom88/1UY+yq2Y1S3xapEHY1cP33+znyPWA1a3w1R21M+CTCEG4JkNp+VraTn2Af+ADii//\n",
       "EHPFKuLPPI/RvaTGO6wfQkqYsI9hED2I6kqUUqAVIEAKhDSilIWsPCrPRytuAQJcygRDEx6ijsbD\n",
       "qcpPrSKjrFV041cqel6IqmFwIWTDDxG5X9R4DvfIoag9LB8VeRlLl+Fs2xnJoTZyb3cYIuLxaABJ\n",
       "vPHHlNaTxv1XmkeSjqTkBVUlVLesivOTD0bvasQNQzBSCOichdBGk7lhKOczXlI1XWBprfnRvlEO\n",
       "Xg5Y3m7yu9t97DrMmNdoDCnoWZJA9j5LuHU7pTd/QXD+LOPf+jr25m3EHn+qoZWxZkLk/d5kRLUG\n",
       "HYKq3gIKoBygdPcw72IKf8+WSa/7yKFobrfWYNvY23bibNvR0IvAifotkaiEzBt4kTGXNL+FKrQk\n",
       "DAbGAqhynSdjBut6HU5fcxnK+XSmpzbS40VFZ2O2rX5sGS0EjBbCmhvwn3w4xoenC/S2W/zeJ7px\n",
       "LNAjAwjPrZlkq0LjmILumyrQjfZ2Ur/+L/HPn6P09ht4xw7jnTyBs/thYg/tiULSTT72hKMjeEcP\n",
       "4x0/gi5ECx2jZyn2th3YGzOIBhY70UqBYSLTLciW9McyZD4dTSNeBSkEcUfiBdVD6tvXJDh9zeXw\n",
       "hRLPbZvaiIdKky+FDVd09HElVwwYGg9qnuL4+cEce7N5lrSafO2Frsn2Q93Zg87nkOOj970PpTUJ\n",
       "W0y5aLTWrMVctRrv2BHKv3obd9+v8A4fxHnkUZxtOxs6NNqkPmjfxz99Eu/YEYLLFwEQjoO9YxfO\n",
       "lu0N7XVDpbc7FsNoaW2qBE5D88qegoQjcf2g6qrvwZVxzH0jHD5f5NmtU8+VlVIwWmga8UbgFj30\n",
       "GvLW0RxvHR2no8Xka5/oJhm77d86lUY5MXQwPpmDnS0zbSETUuJs3Y698UHc/e9T3v8+5Tdfx93/\n",
       "AbE9j2Nv3rqo2qCa3InWmvDaFbxjR/FOnQAv6gUzlq/E2boda8MDCLNxU3zNkPnsaX5DU9CaMBjK\n",
       "+VVnjDuWJLM8ztGLJfpGfJZ2TB2KKvshfqCwZqzy0aTWlKrpodeAvdk8rx3I0Zow+P0Xum7M6b4d\n",
       "y0Z0r0C5l5GlwqzC6wpNW9KYettVELZN7LEnsXfswv1gH+7Bjyj94me4H+7DeeQx7Ac3N435IiMc\n",
       "G8U/cQzv+FHUWBT5EakW7J0PYW/a0tAV5nBzlXkzZD5bmkZ8CqQUxGwDv9qQcaIq9aMXSxw6X5zW\n",
       "iBtSMpwP6Glr3JzTYsb1VcWA1/am8NGZAi9/MEoqJvn9T3TRdpfpdUIIaOtExRIznoimtKI9ZZK6\n",
       "3bufITKeIP70czi7H6a87z28IwcpvfYK5b3vEnvoEewt2xraK2syPapcjsLlJ44SXrkcPWmaWBs3\n",
       "YW/eirlyVcP24E/QrDK/f5pGfBqSMclooXo17APLYsQswZHzJV7c1Vq1kn2CfCmkK62nnefcpPb4\n",
       "geLqsEet5zkeu1jkB3tHiNuSr73QPW1x4x3E4ugly2FkEOGVp/TKldZ0/f/t3XewXOd53/Hv+55z\n",
       "tu/evb2igzwASIJgJ0WaTRQpyVZk2ZYnsi2NNLZc4njikji2k3EymcTxjCdt4tiJiyxRYiSN5SZF\n",
       "LpTZCVYRYBV4UEmi4+7tbet588fZC4AQbsXZu+U+nxkMLm7ZfXFxcX77vud9nyftLFjedyV0MkXi\n",
       "vgeI3Xwr+X0vU3zzdeaefIz8S88TveFmItdej441V73/9cqUSpSOHaHoHQh2l/tB7yh7aCPOjl1E\n",
       "tl+NijZ2A6bzhVkSKazM+irMUgsS4ou4sKT+/RdS21Ls2phg35EZjp0psK1/4Yug1pqRyRI9Mhtf\n",
       "M+froYcc4IdP5/nG3lEiluLT93fR276KC5DWmM4ezOw0enLsMmM0dLfZxEJuaavTGRL3fJDYLbdT\n",
       "2P8Khdf3k9/7NPmXniey61qie25q+GXX9ciUy5Tfe4fiwbcpHT0cVMEDdGcXEXcXEXcHOtNW51Eu\n",
       "zVR8cNZ3YZZakBBfxFJL6jdsC0J8/5GZRUMcYGrOpysjxV/Wgm8Mx3MFTMgB/t5wga89NYICPnVv\n",
       "J4MLtSxdrkSqWrI1hyoVQWkMhp42h4hdu58TnUgSv/NuojffSvHN1ym8ui/oCf3afuyt24MSmxs3\n",
       "y0W2js4H9yEvCO7qBjWdacPZs5PI1TuwurrrPMrlMRU/qGXeKUvmtSAhvoREVDMxe/kl9Q1dEboy\n",
       "NgdOzDFX9IlHFp45aa0YnS7RlZHZeC0ZYziZu8J66JdxZqzII0/mqPiGf3p3J1t6Q1p+tm1MV9/5\n",
       "o2h97ZEFeo2HT0djxG66leiemygdOURh33cpHz1M+ehhdFsbkWuuJ7Lr2qZtItFsTKFA6dgRSkcO\n",
       "UXr32PkZt0pniFx3Pc52F6u3ryleXBljwIBKJNddLfO1JiG+hLakxejU5ZfUlVLs2Ro0RXnznVlu\n",
       "uXrxKlmTsz4dabPo/XNxZU6NFClVQqiHfpGRyRJffjxHoWj4kQ904A7V4MxqKkPfYBt6PIcplsIr\n",
       "B7sMyrKIXL0D5yqXytkzQQOMgwfIP/c0+Reexdm6nciOXUEDDNnVHqrK+Bjld45SOnbsNrnJAAAg\n",
       "AElEQVSE8onj5+9x67YszvarcLZfjdXb3xTBDdVZt22j06lgl3mDb6xrBRLiS7CWWFK/fkuSx16b\n",
       "ZP/RmSVDHGBsWkqx1sqp0UI4DU0uMjlb4eHHc0znfX7wliy7t4S/HKiVYagrGmx87BugMjmJPzEa\n",
       "1O9eQ0op7L5+7L5+4nffR/Httyi88RqlwwcpHT6IisVwrtpBZMcurP6BpgmWRmLKZcqnTlB+9x1K\n",
       "7xzFHx05/zGrpxdn63acbVehO7ua6vt7fsm8I4NOyJL5WpIQX4bFltQzCYvt/TEOncpzbrxET3bh\n",
       "gFZKMTlToSNlN9V/0GZwZqxIvhhugM8WfB5+fJjxmQr3785w6zJepK2UVoYNXdH37ZWwMhlUIoE/\n",
       "MozJFy50AFtDKholev2NRHbfQGX4XHAG2TtA8Y1XKb7xKiqVxtl2Fc62q7AHh2TGtQBjDP5IjtLx\n",
       "dym/+w7lk8eDTmkAto29dTvOlq04m7eiU81Vo1l2mTcGCfFlaEtajEyVsBe4mN64LcGhU3n2H53h\n",
       "oRuziz6WD4zPVGhf4lyxWL5z40Vm8yF2JCM4X/7IEzmGJ8rcviPF3deGf4HVyrChO3rZ2yvattG9\n",
       "/fjTU1TGRtZ8Vj5PKYXd04vd00vsrnsoH383ON509AjF1/ZRfG0fKhbH3rIVZ9MW7I2b13WJzPnQ\n",
       "Lp88TvnEcconj2PmLnSS151dOBs3Y2/aHLz4acZz+pUKRmspzNIgJEmWwdKK+CJL6lcPxklENa8d\n",
       "m+WBPW2LngfXSjExUyGbrF2f5PVkeKIYekeycsXw9WdGODFS5PotCR66MfzjMJaGoa7LB/jFdCqN\n",
       "SiSpjAxjZufqMiufp7TG2bQFZ9MWTKVC+eTxYBPWkUOUDrxF6cBbAFi9fdibtmAPDmH3DbR0ExZT\n",
       "KFA+e4bK6ZOUT5+ifPoUFAvnP65SaZwdu4Jz3Bs3o9PNNdu+mKn4qHicSH8/zgL1M8TakxBfpnhU\n",
       "UZq9fIjblmL35gQveNMcOplnx4bFZyIVYxibrtCRlm//lRiZKjEZcoD7vuEvnxvlyOkC7mCMj9/e\n",
       "HvpGRFvDYFdk2Y+rtMbu7sWfm6MymgPfr/sLQGVZOBs342zcjLn3ASrD5yi/e4zSu+9QOX2Sytkz\n",
       "FACUwuruxR4cxOofxOrpRWea84ywPzdLJZejMnyWytmzVM6dwR8fe9/n6LYs1tZt2IMbsIc2oNuy\n",
       "Tfl3nWf8as/1ZBK7LYuyLKxEAmam6j00USUpskzZpM3YVP6yu9QhODP+gjfN/qMzS4a4VorxmTLZ\n",
       "pCXnxldpbLrM+HT4LUW//d1x3npvjk3dET55V2foVfZsDUNdkVVd2HU8jhoYojI+hpmaWtMd7It5\n",
       "35L7LbdjisVgKfnUCcqnTlA5e4bKuTOw/5XgCyJR7J4erO4edEcXVnsHur0DFY/XPfCM7+NPTeKP\n",
       "j+NPjFEZG8XP5aiM5jCzs+//5EgUe2hjsPLQP4DVP4BOtMZxPONXIBLFSqfRyeZdPVgPJMSXydKK\n",
       "qKMp+5f/eF97hP4Oh4Mn88tqP6qUIidV3FZlfKbMaA1aij7x+iTfPRT0BP+Je7twQi64ciUBPk8p\n",
       "hd3egZ/O4I/kMPl8XZfYL0dFIjhbt+Fs3QaAKZeonDlD+expKufOURk+G4T8iePv/7poDJ3NBrcQ\n",
       "0hl0Oh28HY+jY3FULIaKxVEr3EBljAnu4+bzmPwc/twcJj+HmZ3Fn57Cn57CTE8H4T01ef6Y18V0\n",
       "pg1ryzaszi6s7p5gRaHJZ9mXOr9RLZ7CasugG7jHuLhAQnwFEjHN5OwCKQ7csDXJ3353nNeOzXLn\n",
       "rqVfvU7PVWhPSYezlRifKTMyGX6Av/D2FE+9OUVHyuLT93URW6Rwz2pY1pUH+MWCjW99wRLv6EhD\n",
       "LLEvRNkO9lCwvDzPFItUcueojI3hj41Ufx+lkhumcvbM4g+oNdg2yrKrv1ugFNNa4Veq/z99H1Mq\n",
       "YcqlYDe4ufytsPeNM54IwjnbHiyLZ7PobAdWR2dr39ev+BBx0MmUbFRrQhLiK5BN2oxO5RfcpX7d\n",
       "5gSP7h/n5UPT3LEzteQ9T6U1uckS/R2N3bCgUUzOlBmpwQz89WOz/N0rE6Rimk/f3x16/3dbw5be\n",
       "OLncdKiPC0GnMj2YoDIxjj85Xrdd7CulIhHsgSHsgaH3vd8Yc8kMeerCzLk6kzaFQjCzLpeDX8UC\n",
       "GPC1upDVWqNiMbSTDoLedi7M5GOx4NZEPBHM9FMpdDKFWke9q4OKaiaoqJbOoBu8aYpY2Pr5qQ3B\n",
       "UrvUE1HN7s0J9h2Z5fCpPFcPLn3UZrZoyBcrxCJSCWsxkzNlhqfKoW8yO3Qqz189P0rMCRqahL3Z\n",
       "cH4TW61nN1ZbFp3OUBkbwczONE2YX0pVN1HpZBJ6+1b0tdn2JONjMzUaWWuQWXfrac7/6XWUjOnq\n",
       "vaPLmy8I8tLB5V1MtFLkJsuhjK1V1SrAjw8X+PrTI2gNP3FvF33t4S6ZWivchX6llNbYnd1Y/UMQ\n",
       "iWIuc29XrD/GmOCaFUtg9Q/g9A9iNekJAfH9JMRXqC1pLXp7rb8jwsbuCIdO5RmZWl44F8qGqQUq\n",
       "wq134zUK8HPjpfMNTX78rk429YS7nBiUUl27AH/fc9s2dk8vVm8/xo4Esy+x7phyBeM46GwH9tBG\n",
       "7K4udAvf21+vJMRXSCu15Kan+dn4yweXdw9UK8XwVAl/GZtv1pPzm9hCDsLx6TJffjzHXNHw8dvb\n",
       "Q29ocr6Uap1nOjoaxenrw+rtxVi2zMzXAeP7GKUhkcLesBGntx8rnZZZdwuTEF+FVEwvGrg7N8RJ\n",
       "xTT7j8xQXOhM2iUUiuGJUlhDbHpj07XZhT6TDxqaTM5VePDGNvZsDfdcr1Z8Xy30etOxOE7/AFZ3\n",
       "TxDmMjNvKcb3q8vlcayePpzBIeyODuk4t05IiK9CJmHBIpNm21LcfFWSfMnw+rHZhT/xEtNzPjN5\n",
       "WVYfnarNOfBCyecrT+QYmSpz564Ud+4Mv4jFUFekoQL8YjqeCMK8t1eW2ZucMSZYWYlEsDo7q8vl\n",
       "3ehYSH3uRdOQEF8FpRSJ6OLfupu2p9Aq2OC22Ea4i2mtGB4vr+tl9XPjRcZmwg/wcsXwtadHODVa\n",
       "4oatCT60py3Ux1cGhjqd0Cu81YKOxYNl9r5+iEYlzJuIqfgY20a3ZYPg7ulDJ2W5fD2TEF+ldNwK\n",
       "6govIJOw2LkhztnxEu8NF5f9uEaxbpfVz4wVmZ7zQ7+X7PuGv9g7ytEzBdyhGB+7rT3Ui57BMNjl\n",
       "NF3RHh2NYnf3BkVY4kmM8Zf9glOsHVOuYGwblc5gD23A6RsIdpdL+1eBhPiqpeLWkt+929xgg9uL\n",
       "3sqKfEznfWYL62dZ3RjDqZECM4Vw24nOP/b/e3mc7x2fY3NPhE/eGW49dGMMgx2RpgvwiynLwu7s\n",
       "xB7ahG5rw2gtm+DqyBhzfsat0plgg1rfAFa1AYkQF5NiL1cgGdXMFhaeuWzsjtCbdThwfI7x6TLZ\n",
       "ZfYQ10pxbrzMxh5d9x3OteYbw8lckVLF1OTv+thrk7xyeIb+dodP3RNuPXRjDAMdDlGneQP8Ykop\n",
       "rEwWK5PFL+TxpyaDph9KyXJtjRljwDcQiwZV+FJpmWmLZZGfkiuQiVv4iyypK6X4wM4UvoG9B1bW\n",
       "us8Ap0eXvwzfjEpln+PDRco+NQmJ5w5M8cxbU3SkbX4q5Hroxjf0dzgtW2lPR2PYXT3YQxuD2blt\n",
       "YyrrZ3VoLZiKH9SciMXQ7R0XjoTJUrlYAflJuQLxqLXk0ux1mxNkkxb7jswwPbeyi2ChaBiZbM37\n",
       "43PFCidyRRZ5DXRF9h+Z4R/2TZCOaz5zf1eo9dB936e33SHeogF+MaU1ViYbLOcOboBEKlhul81w\n",
       "KxYsk1cwlgWJJFZvH86GjdhdPVgy8xarJD81VygZWzzELa24c1eacgWef3tl98aVVozPVlqumtvk\n",
       "bJnTI0Wo0RLt996b429eHCMe0Xzm/m7al3kbYzl839DTFiEZa/0Av5S2beyODpyBIayBgYsCvbV+\n",
       "PsNkKpXg5zwWDyqnbdiE0z+I3dEpx8FEKOSe+BVqTzlMzOSxFunpfMO2JE+9McnLB6e5a1ea+BLH\n",
       "0y6mlWJ4skTEUS1x73VkssTEbKVms44jp/N8Y+8IjqX4qfu66MmurPf0Ynzf0JWxSSfWX4BfSjsR\n",
       "dEcH0IGpVPCnpvALeSjkARX6BsVmEPQt94OuabEYKhrBSqRkM5qoKQnxK2Rbitginc0AHEtxx840\n",
       "39k/wUsHp7nnusyKnkMpxenREht76lOLOwy+bzg9WqRQMjW7wB/PFfja0yMAfOqeToa6wqsTXfEN\n",
       "HSmbtqT8l7mUsiysbBaL6pLx3Bz+3GzQIrRUolVD3ZQroBXKiUAkio5G0PGEhLZYU3JFCkE6rskt\n",
       "0aTjlquSPPvWJC94Qa/xyAqPJBngZK64pl2xwpIvVjgzWsYoanYxPztW4pEncpQrhh//gU629oW3\n",
       "VOn7hvakFXqb0laklEIlEuhEAqiGeiGPPzuHKRVR5RKmVAZLN82O9/MzbEujbAciEZTjoGNxaSgi\n",
       "6k6uSiHIJKwlO5ZFHc1tboon35jilcMz3LFj5SU/yz6cyBXr1h1rNcZnyoxOlmq6aSc3WeLhx4eZ\n",
       "Kxo+cUc7OzeE19DE+IZ0XNOZCW9Zfj1RSqFicXTswr+J8X1Mfg6/UIByGcplTLkE1fvH9ZjJng9q\n",
       "pVC2BZYNtg22hRWJoqIxmWGLhiQhHoL5MqxzxcW3Wt/mpnjuwDTPfW+aW65KYVsrD+KKH/TB3tBd\n",
       "/y5Zi/F9w+mxIvmSQdcwwMenyzz8WI7pvM9Hb86G2tDEGEMsqunJymwrTEprVCKJTrz/38r4PqZY\n",
       "xJSKmEo5+GGvVMD3wQ9+N75f7VtgON/AwAT/D/xSKVjihqAObvBG9TcVvJDUGpQGbQUN3y2Nsmy0\n",
       "7aAiDlh206wQCAES4qHJJi2m86VFj5wlohY3X5XkuQPTvHp0hpuvSq3quXyjgiBvsG5Z86ZmKwxP\n",
       "llBK1fSFxtRchS89NszEbIUH9mTOV8gLgzGGqK0Y6JAAXytKa1QsBsvYtR2E+XyIB8fd4l1pZnLz\n",
       "9RhUsCt8PryFaFHy0x2SWMQisoyZ9Qd2pnEsxZNvTC67Tenl+EZxPFekdAWPEbZg81qBsxOlms9m\n",
       "ZvIVHn5smNHpCndfk+YHrlnZZsGl2JZioFMCvFEprVGWFfyyHZTtoB3n/NvKtoOPSYCLFic/4SFK\n",
       "xpf+dqbjFnfsSDE15/P8gZWdG7+Ub+B4rsjkzOL349fC2HSZd84VyJeoeSevuaLPl5/IcW6izG1u\n",
       "ivuvDzfAtTIMdUVkWVUI0fAkxEPUnrSpLKOS1V3XpEnGNM9+b2rFVdwupZRieKrM6dFiXVqYzuQr\n",
       "vHuuwOh0eU1CL1/0+fLjw5weLXHjtgQfvqkt1OdVBgY7m2fjoBBifZMQD5HWikR06R2sUUdz73UZ\n",
       "imXDE29MXvnzKkW+ZHjvXHHNup/NFiqcHClweqyEb1iT0CuUfL7yRI6TIyWu35LgY7e1h/u8xjDQ\n",
       "5WAvUrhHCCEaiVytQpZJLN4UZd5N25N0ZWz2HZ4JrX+4AU6NljiRKzCTDz/MjTFMzJQ5Plzg1GiJ\n",
       "Yrn2S+fzimWfR57IcTxX5LrNcX749nAD3JigoclKz+8LIUQ9yRUrZKn40k1RIAi/D+1pwzfwnf0T\n",
       "oT2/pRWlCpweK/HecOGKl+sB5goVhieKHDtXIDdVpuyvXXhDNcCfHOHd4SLXbIzziTs6Qt2Vb3yf\n",
       "3mzrdiQTQrQuOWJWA+mEZnJ26Xvj7lCMTT0RvJN5jp3Ns6U3vCpjllZUfDg7XuLcRImoo4lHNMmY\n",
       "IuosHFa+MZTKPnMFw2zRJ18M2iVqrVCoWvUsWVCx7PN/nxzhnbMFdm6I86N3doT6AmI9NzQRQjQ/\n",
       "CfEaaE/ZjE8XlpwtKqV46MYsf/T353h03wSf/3D4BVzmx1AsG4rlCqPTBkUJrYP72FrDrG+TGylQ\n",
       "rpjqrYDg/Uqp6q9Qh7RshVKwhP7ucJGdG2L8WA0CXBqaCCGamSyn14BWimRsed/awc4I122Kc2q0\n",
       "xEsHZ2o8smCGHgS7wjdQrgQBH1ScVFiWxrJU3Y9XBbvQc+eX0D95V+eqKtwtxDeGdmloIoRochLi\n",
       "NZJNWVSWscEN4KGbssQjmsdenWBsuv5nvuttruDz8OPDHM8V2b05EfoSuvEN6ZiWhiZCiKYnIV4j\n",
       "Mccitsz+3+m4xUdubqNYNnzzxbGgGcM6NZ0PSqmeHCmxZ2uCT9zRHu4SujEkYlIPXQjRGiTEaygT\n",
       "tzDLnI3v3pzg6oEYR88U2HdktsYja0zj02W+8Ogwp8dK3LQ9ycdvbw93F7oxxBxFX7sEuBCiNdQt\n",
       "xF3X/YTruo/U6/nXQiZpLXtTmFKKH7otS9RR/MO+cSZn16ZoS6M4N1HiTx8dZmSqzF270nzs1mzo\n",
       "m/wcSxqaCCFaS11C3HXd/wH8Duf7BLaudGL53+K2hM2DN7ZRKBm+9dL6WVY/kSvwhUeHmZyr8OAN\n",
       "bXzohnBLqUJQD31Q6qELIVpMvWbie4FfYB2EeHvKwfeX32nspm1JtvZFOXgyz2vHWn9Z/fCpPF96\n",
       "LEe+5PPDt7dz56506M+hgKGuxu6/LoQQq6FqOdtzXfengV++5N2f9TzvFdd17wV+zvO8Ty3xME0/\n",
       "HT0xXGCuuPzl8ZHJEr/71XfxjeFXfnQDQ93hFYFpJM++Oc43njqH1orPPtTP7q3h9QOfZ4xhc2+M\n",
       "yCIFboQQosEse8ZR0xBfzEpCfHh4ag1GVDulss+7wwWsFfQ2fvvEHF99aoRs0uLnPtKzrMYqq9Xe\n",
       "nmBsbO1m/b5v+M6rEzx3YJpEVPOpezrZ2B0N/XmMMQx2RIhG6r9/s7s7TbP/HDc6+R6vDfk+1153\n",
       "d3rZIV7/q9s64NiaZHRl3+odQ3HuvS7N+EyFP392dNlnzhtdsezz9WdGeO7ANF0Zm88/1FOTAPf9\n",
       "oKFJIwS4EELUSj2vcIYWWCpfrva0vazuZhe757oM7lBw7CzMJin1Mj5T5s++M8zbJ/Js6Y3yMw/2\n",
       "1KTgiu/79LU7xKWhiRCixdWtZJXneU8BT9Xr+ddazLGIRcoUV1CQTSvFj3yggz/++3M8//Y0Ax0R\n",
       "dm9J1G6QNXT4dJ6/2DvKbMHnhm0JfuiW9lDLqM7zjaG7zZGGJkKIdUHWGtdQ5ypm4zEnuGccdRR/\n",
       "8+Ioh0/nazS62vCN4ck3JvnK4zkKJZ8fujXLx2+rUYD7hq60TSYh5VSFEOuDhPgaikUsos7Kw6sr\n",
       "4/DjP9AJBr76ZI6DJ+dqMLrwzRZ8vvrkCE+8PkkmYfHTD/Zwy1WpmpzVrvjS0EQIsf5IiK+x9pSN\n",
       "v4oTAdv7Y/zEvV0opfja0yO8fbyxg/zgyTn+4NtnOHgqz/b+KD//0R4GO2tTLc03hvakJQ1NhBDr\n",
       "joT4GkvGLJxVLiVv64/xk/d1YmnF158Z4XvvNV4xmHzJ529eGOORJ0eYLfh88PoMP3lvV82OyM13\n",
       "JOvMODV5fCGEaGQS4nXQmV7dbBxgS2+Mn7qvC9tS/Pmzo3z38HTDlGc9eibPH377LPuOzNDX7vCz\n",
       "H+7h7mszoTYxuZjxDUnpSCaEWMdk/bEOkjGLqF2mtMoeJ5t6onzmg1185Ykc33pxnKOnC3zstnbi\n",
       "dToTPTZd5jv7J3jrvTm0gnuuTXP3tZmabF6b5xtDPKrplY5kQoh1TEK8TroyNidHSquepW7oivIL\n",
       "H+nlG3tHeeu9OU7kivzYnR1s7Am/cMpC8iWfZ96c4vm3p6j4MNQZ4aO3ZGt273ueMYZ4RDqSCSGE\n",
       "hHidxCIWyViZueLqHyObsvnch7p5+s1Jnnpzii/84zB3X5Pmzl1pok7tZuVzRZ99R2bY+70pZvI+\n",
       "bQmLB/a0cd3meM27hM33BB/oWLsXK0II0agkxOuoM+3w3nABvYKa6peytOK+3W1s7YvxF3tHeerN\n",
       "KV4+NMPtbopb3VSoS+wjU2Ve9KbZf2SGYtkQsRX3785wx84UEbv2S/nGGKKOol9m4EIIAUiI15Vj\n",
       "a9Jxi5nClW9M29QT5Rd+sJcX3p7mRW+Kx1+fZO+BKW69OsWN25KrPn41MVPm4Kk83ok8h0/lMUAm\n",
       "YXH3tUlu2p4iscKa8KtljCFqB0vo0hNcCCECEuJ11tXmMH22EEowxSOa+3Zn+MDOFC8fnOG5t6d4\n",
       "5q3gVzZpsbUvyta+GENdERJRTcRW55/XGMNMwWd8usL4TJnToyUOncpzdrx0/vGHOiPcsSPFzo1x\n",
       "rBrtOL8cY4JZ/0CnBLgQQlxMQrzOtFK0p2xGp8vokAIq6mjuuibNrW6S19+Z5fCpPMfOFth3ZJZ9\n",
       "Ry6cLVcKoo4iHrGYnqtQqrx/RcDWsL0/ytWDca4aiNWlmMr5GbgEuBBCfB8J8QbQnrKZnK0QdrfR\n",
       "iK25eXuKm7en8H3D6bESR8/kOTtWIl8yFEo++aJPyYfOjE02adGeCn7vzDhs6omsyb3uhczfA5cl\n",
       "dCGEuDwJ8QbRk7U5dQVHzpaitWKwM3LZ41/t7QnGxhqr+ptvDPHqJjYJcCGEuDyp2NYg4hGLdFw3\n",
       "TPW1evLnz4F3RiXAhRBiERLiDaS7zQntvnizMr4hEdVyDlwIIZZBQryBKKXoblt9XfVm5xtDKq7p\n",
       "l1KqQgixLBLiDSYZs0jF1t8/i+8bsklLmpkIIcQKrL+0aALdbQ5qHU3GfWPozNh0pqWdqBBCrISE\n",
       "eAPSStGdtfHDPnPWgIzv052xySbloIQQQqyUhHiDSsaCM9stHeTG0N8ZIZOQABdCiNWQEG9gHWmb\n",
       "RLQ1j51pZRjqihCPWPUeihBCNC0J8QbX1+5gtdC/km8MjgUbuqM4dawGJ4QQrUCuog1OqaDsaCvM\n",
       "xn3fkI5phrqi6/48vBBChEFCvAk4tqY361Dx/XoPZdV839DdZssRMiGECJGEeJNIxix62yL4TRjk\n",
       "Chjqkg1sQggRNrmqNpF0wkKpCGfHi2jd+K+/fGNIRBS97RFZPhdCiBqQEG8yqXg1yMeKqAYO8vnl\n",
       "c5l9CyFE7TRuCogFJWMWve0RTAMurfu+IWLBph5ZPhdCiFqTEG9SyZhFX4PtWvf9oHzqYFcUu5XO\n",
       "xQkhRIOSK20TS0QtNvdEidjUtbJbxfdJRBVbeqNSPlUIIdaQXHGbnNaKwc4o4zNlRidLa3qfvOIb\n",
       "Yo5ioCNK1JHXg0IIsdYkxFtENmkTj2jOTZQolAyWrt1u8Pnw7mlzSMakbKoQQtSLhHgLiTqaDV1R\n",
       "ZgsVRqfKFEoGHWKY+75PMmaRTdnEHAlvIYSoNwnxFpSIWiSiFvliEOZzxeB++UoD3TcGTPDiIB5V\n",
       "ZJORms7whRBCrIyEeAuLRSwGOi2MMcwWfGYLFfJFQ7FsMMYQRLuiUjGUfYMyYFlgW4qIpYhHbFIJ\n",
       "LYVahBCiQUmIrwNKKZIx6333r40x+AZ8H7LtMdoiFSwdfK4QQojmICG+TimlsBRYGhIxixlLwlsI\n",
       "IZqNnAsSQgghmpSEuBBCCNGkJMSFEEKIJiUhLoQQQjQpCXEhhBCiSUmICyGEEE1KQlwIIYRoUhLi\n",
       "QgghRJOSEBdCCCGalIS4EEII0aQkxIUQQogmJSEuhBBCNCkJcSGEEKJJSYgLIYQQTUpCXAghhGhS\n",
       "a9pP3HXdNuArQBqIAL/qed4LazkGIYQQolWs9Uz8V4DveJ53L/BZ4H+t8fMLIYQQLWNNZ+LAfwMK\n",
       "1bcdYG6Nn18IIYRoGTULcdd1fxr45Uve/VnP815xXbcP+DLwL2r1/EIIIUSrU8aYNX1C13WvA74K\n",
       "/Jrnef+wpk8uhBBCtJA1DXHXdXcBfwl80vO8N9bsiYUQQogWtNYh/tfAbuDd6rvGPc/7xJoNQAgh\n",
       "hGgha76cLoQQQohwSLEXIYQQoklJiAshhBBNSkJcCCGEaFIS4kIIIUSTWuuKbcviuq4G/oBgJ3sB\n",
       "+BnP847Ud1StxXVdB/gCsAmIAv/R87xv1XdUrct13R7gFeCDnucdrPd4Wo3rur8JfIygEuTve573\n",
       "pToPqaVUr8l/AlwN+MDnPc/z6juq1uG67m3A73qed5/rutuBLxJ8n98EftHzvAV3oDfqTPyHgYjn\n",
       "eR8AfgP4L3UeTyv6SWDY87y7gQ8Dv1/n8bSs6gum/wPM1Hssrch13XuBO6rXi3uBrXUdUGt6EEh6\n",
       "nncX8B+A/1Tn8bQM13V/HfhjgskUwH8Ffqt6bVbAxxf7+kYN8TuBvwfwPO9F4Ob6Dqcl/Tnw29W3\n",
       "NVCu41ha3e8BfwicrvdAWtSDwBvVOhTfAr5Z5/G0ojmgzXVdBbQBxTqPp5UcBn6EILABbvQ87+nq\n",
       "238HPLDYFzdqiGeAyYv+XKku54iQeJ4343netOu6aYJA/zf1HlMrcl33swQrHo9W36UW+XSxOt3A\n",
       "TcCPAT8PPFLf4bSkvUAMeJtgVel/1nc4rcPzvL/k/ZOoi68R0wQvmhbUqME4SdBzfJ72PM+v12Ba\n",
       "leu6G4DHgYc9z/tavcfToj4HfMh13SeAPcCXXNftrfOYWk0OeNTzvHJ1v0Hedd2ueg+qxfw6sNfz\n",
       "PJcLP8eROo+pVV2cdWlgfLFPbtQQ3wt8FMB13duB1+s7nNZTDZJHgV/3PO+LdR5Oy/I87x7P8+71\n",
       "PO8+4FXgM57nna33uFrMswT7OnBddwBIAiN1HVHrSXJhdXSMYAOhVb/htLT9ruveU337I8DTi31y\n",
       "Q+5OB/6KYPayt/rnz9VzMC3qtwiWaX7bdd35e+Mf8TwvX8cxCbFinud923Xdu13XfYlgYvLPFtvN\n",
       "K1bl94A/c133GYIA/03P8+bqPKZWM/8z+2vAH1dXOr4HfGOxL5La6UIIIUSTatTldCGEEEIsQUJc\n",
       "CCGEaFIS4kIIIUSTkhAXQgghmpSEuBBCCNGkJMSFEEKIJiUhLkQTc123zXXdvzmQHHgAAAJ+SURB\n",
       "VHJdt9913W/XaQz7l/j4Ftd1/2StxiPEetKoxV6EEMvTDuzxPO808IP1GIDneTcs8SmbgG1rMRYh\n",
       "1hsp9iJEE3Nd95vAQ8C3gRs8z9viuu4XCRon3AVkgV8GPg1cD/y153n/0nVdi6AK1z0E5TO/6Hne\n",
       "f6+29fy31YcfAl4CfsbzvKLrup8DfpWgstQrwD/3PG/GdV3f8zztuu6/BwaB7QTB/See5/2O67qv\n",
       "A1uqz/FLNf6WCLGuyHK6EM3tl4BTwK9c8v5+z/P2ELSb/TPg5wgaV3zedd0M8HnAeJ53E3Ab8HHX\n",
       "de+qfu3t1c/fSdC56hdd172OoFTv3Z7n7Sbojf7vLjOe64APVR/zN6rP9UvAdyXAhQifLKcL0dwu\n",
       "19rUEPQhBngPeNPzvByA67qjBEvwDwDXu657f/XzksC1wAHgHz3PO1L9/C8DP0vQP/qbnueNVT//\n",
       "jwheHFzqcc/zysBw9bnaFhijECIEEuJCtKbSRW+XL/NxDfwrz/P+GsB13W5gimAWfvHnW9U/a94f\n",
       "xprvv34YoHDJnyXAhaghWU4XormVCcL04rBcTnA+Dvys67q267pp4Bng1urH7nNdt891XQ18Bvhb\n",
       "4Engn7iu2179nM9XH+NiCz3v/BiFECGTEBeiuZ0hWDL/AhdaGZoF3uai9/1v4BCwn2Dz2p96njff\n",
       "t/gk8AjwFnCcYIPaG8B/Bp5yXfcAkOHCBrjFnguCdopZ13W/tMq/oxBiAbI7XQhxXnV3+r/2PO8j\n",
       "9R6LEGJpMhMXQlxsodm0EKIByUxcCCGEaFIyExdCCCGalIS4EEII0aQkxIUQQogmJSEuhBBCNCkJ\n",
       "cSGEEKJJ/X9W3Pxb4RUK4AAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1816a160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# palettes are used in a plot via the color paramter\n",
    "gammas = sb.load_dataset(\"gammas\")\n",
    "sb.tsplot(gammas, \"timepoint\", \"subject\", \"ROI\", \"BOLD signal\", color=\"muted\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Advanced Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1816a2e8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAbAAAAGqCAYAAABqAxHXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X20XHV97/H3ScqD1iPF2ylKAbnW8u0joNhiacyD4EUE\n",
       "C8q1yhUKCEKWEUKV0how2IJKa8GCl0JLkdRKvYU0UDWF0PKUam+BIBUQ/BKKXHzArqMCJkBZITn3\n",
       "j70PDIdz9kzmzJyZnXm/1srKzJ79m+9v9pnf+Zy9Z89vj4yPjyNJUt3M6XcHJEnqhAEmSaolA0yS\n",
       "VEsGmCSplgwwSVItGWCSpFoywLosInaKiGvK27tGxOo+9eOWiFgfEXdFxD0RsS4iDml6fHVEvLIf\n",
       "fZOaDdCYeTgi9ujRc+8ZEd/qxXMPs5/odwe2QTsD+wJk5veAQ/vUj3HghMxcCxAR+wFrIuJNmXl/\n",
       "ZvarX9JkgzRmVCMGWPddBOwaEX8PfAi4JTP/e0SsADYC84CfAk4DjgH2Aa7NzNMjYi7wKWABMBdY\n",
       "kZl/1vzkEXEEcPakmt/MzKOm6MvIxI3MvDMi/g44EfhwRDxc1lkEvJXil8hrgBsyc0lELASWAU8C\n",
       "vwjcA/yvzNwUEb8DLKXYg78TWJKZz0TEGLAOeCXwhszcvFVbTsNqkMbMi5RjZX5mPlKOi7Mzc1FE\n",
       "3ALcBrwJaACnZOb1EfFq4Ipy2VMUY24D8JKI+ALwK8BjwBGZ+aP2NpGm4iHE7jsF+F5mHklTgJRe\n",
       "lZn7Assp3uAnU/zl+f6IeDnwfmA8M/cD9geOiIh5zU+Qmddm5usm/ZtuIE7+i/IbwC80PTbx+G8A\n",
       "7wT2Bt4eEb/StHwJRYDtARwcEb9MMSB/IzNfB4wBp5fr/zfgk2WfDC+1a5DGzFSm2zMbB7bLzAOA\n",
       "3wXOLZf/OXB1Zv4q8DHgrHLdBnB+ufw/gfdsRR80BffAum/yAJwwDlxX3n4EuDczfwAQET+i2AM6\n",
       "CNgnIt5crveTFH+tfWXiSSLiHRSDuVlmZjuDYZziL8LJff3XzHyyfP6HgFeUy+8tD+kQEfeXy/cE\n",
       "fh64LSIAtqfYC5twWxv9kJoN8php5fry/2/w/LiZD7y7LHIdcF1E7EkR0uua1v/pLtQfagbY7NrU\n",
       "dPvZKR6fA/xeZl4LEBENikMPz8nMa4BrOqy/N3DfFMv/q+n2eMXykbKPV2Xm0rKPL6PpfZSZz3TY\n",
       "N2kq/R4z8Px7H2C7SY/91xTrbGq6TUT8EsUfjs39b15fHfIQYvc9y9R/GLTzZr0JOCkifqIMhn8B\n",
       "fn0GfWkeRL8OHAlcvjXtpnAL8I6IaETECHAJcOoM+igN5Jhp8gOKvTqAw9t4jrWUhwcj4i3AX+AJ\n",
       "Ij3hHlj3fR94JCJuBN7H82/c8Wlu07TsUorDc3dR/GwunziLsEN/FREby+d+EvjtzHxkUh+m6wtT\n",
       "Lc/MuyPiDyl+ccwBvgacN836UjsGacx8IyKeq5mZL6c4AeQzEXE2sGaKfjT3B+CDFGPvAxTj7kSK\n",
       "YJxunKlDI15ORZJUR5V7YOUpqpcBe1H8tbCY4kP7LwMPlKtdkplX9bKTkiRN1uoQ4mHAlsycFxEL\n",
       "gI8DX6I4FfSCnvdOkqRptDyEGBFzM3NzRBxL8aXXp4CgCL/1wGmZubHnPZUkqUnLsxDL8FoBXAhc\n",
       "CdwOnJ6ZC4CHePE33CVJ6rm2zkLMzOMiYheKL6keMPHlVuBaimlgKo2Pj4+PjPiVB22zuvbmdqxo\n",
       "G9fVN3erkziOAXbLzE8CTwNbgFURcUpm3gEcSDH3XaWRkRHGxja0Wq3rGo3RvtS19nDVbjRGu/Zc\n",
       "/Ror0N/tN2yveVhrd3OsQOs9sJXAioi4leIb6EsppnS5OCI2AY8CJ3W1R5IktaEywDLzaco5vSaZ\n",
       "N8UySZJmjVNJSZJqyQCTJNWSASZJqiUDTJJUSwaYJKmWDDBJUi0ZYJKkWjLAJEm1ZIBJkmrJAJMk\n",
       "1ZIBJkmqJQNMklRLBpgkqZYMMElSLRlgkqRaMsAkSbVkgEmSaqnyiswRMRe4DNgLGAcWA88AK4At\n",
       "wL3Akswc7203JUl6oVZ7YIcBWzJzHnAW8AngfGBZZs4HRoDDe9tFSZJerDLAMvMfgJPLu3sCjwH7\n",
       "Zebactl1wEE9650kSdMYGR9vffQvIlYARwDvAlZk5s+Wy98MHJ+Zx7R4Cg8xals20sXncqxoW9bN\n",
       "sVL9GdiEzDwuInYBbgd2bHpoFHi8necYG9uw9b2boUZjtC91rT1ctRuN0a4+3zBuv2F7zcNau9tj\n",
       "pfIQYkQcExEfKe8+DWwG1kXEgnLZIcDaKRtLktRDrfbAVgIrIuJWYDtgKfBN4LKI2B64r1xHkqRZ\n",
       "VRlgmfk08O4pHlrYk95IktQmv8gsSaolA0ySVEsGmCSplgwwSVItGWCSpFoywCRJtWSASZJqyQCT\n",
       "JNWSASZJqiUDTJJUSwaYJKmWDDBJUi0ZYJKkWjLAJEm1ZIBJkmrJAJMk1VLlBS0jYjvgs8CrgR2A\n",
       "c4HvAF8GHihXuyQzr+plJyVJmqwywID3AmOZeUxE7Ax8HfhD4PzMvKDnvZMkaRqtAuxqYGV5ew6w\n",
       "CdgPiIg4HFgPnJaZG3vXRUmSXqzyM7DMfDIzN0bEKEWYnQncDpyemQuAh4Cze99NSZJeaGR8fLxy\n",
       "hYjYHVgFXJyZKyJip8x8onzsl4CLMvOgFnWqi0j1NtLF53KsaFvWzbHS8iSOXYAbgA9k5s3l4usj\n",
       "4tTMvAM4EFjXTqGxsQ0z6mgnGo3RvtS19nDVbjRGu/p8w7j9hu01D2vtbo+VVp+BLQN2ApZHxPJy\n",
       "2WnApyNiE/AocFJXeyRJUhsqAywzlwJLp3hoXm+6I0lSe/wisySp7yJit4j4ZHn7gIhYHhG7VbUx\n",
       "wCRJg+Bvge9HxCsoThx8CriyqoEBJkkaBKOZeSFwGHBjZv4p8NKqBgaYJGkQbI6IPYAjgdURsQDY\n",
       "UtXAAJMkDYLzgDuBlwB/TzHr06lVDQwwSVLfZeZK4GeB04GfBz6TmbdVtTHAJEl9FxFvBP4D+Bvg\n",
       "/wLrIuLXqtoYYJKkQXAhcFRm7gM8CBwKVF71xACTJA2CHTPzKxN3MvM7tDgLsdVUUpIkzYYnIuJE\n",
       "iosoExEHAz+oauAemCRpEBxLcRHlVwKjFCdznFzVwD0wSdJAyMxF5c3XApTXopyWe2CSpEHw1YhY\n",
       "EhEjABGxCLi7qoF7YJKkQfBrwMXAkRGRwCLghKoG7oFJkvouM78LfBwI4CiKLzLfVNXGAJMk9V1E\n",
       "fIZi9vmjKELsbRGxpqqNhxAlSYNgDrBvZj5V3j80IhZXNagMsIjYjuKc/FcDOwDnAvcDKyhmCb4X\n",
       "WJKZ4zPrtyRpmGXmkimWXVrVptUhxPcCY5k5H3grxQds5wPLymUjwOGddVeSpM61CrCrgeVN624C\n",
       "Xp+Za8tl1wEH9ahvkiRNqzLAMvPJzNxYfpnsauCsSW02Ajv1sH+SpCETEe8o/z+iar2WJ3FExO7A\n",
       "KuDizPxCRPxJ08OjwOPtdKjRqPxCdc/0q661h692twzj9hvG1zzMtduwHLgGOBu4drqVWp3EsQtw\n",
       "A/CBzLy5XHxXRCzIzFuBQ4Ab2+nN2NiGdlbrqkZjtC91rT1ctbv9i2AYt9+wveZhrd3tsdJqD2wZ\n",
       "xSHC5REx8VnYUuCiiNgeuA9Y2dUeSZLUhsoAy8ylFIE12cKe9EaSpDY5E4ckadBk+f83q1YywCRJ\n",
       "AyUz31P+f1TVegaYJKmWDDBJUi0ZYJKkWnI2eklS30XEzZMWjQATE8WPZObCyW0MMEkAHHzO6o7b\n",
       "fn7x/C72REPq7PL/ieC6HDix6faLGGCSpL5rmiQegIjYWM74RERsnKqNn4FJkmrJAJMkDaIft1rB\n",
       "AJMkDZzMXNB09y+nWsfPwCRJAyEiDgPeDGwB/jkzrwfIzEumWt89MElS30XEmcAfAd8G3gW8LyL+\n",
       "oKqNASZJGgRHAW/KzE8DPwLeQxFk0zLAJEmDYC7wzBTLpmWASZIGwXXAP0XEzsCOwN8Aa6oaGGCS\n",
       "pL7LzA8BVwCbgFXAP2bm71e1aessxIjYHzgvMxdFxOuALwHry4cvycyrOu+2JGnYRcSewFrgpylO\n",
       "mx+JiD0z8+Hp2rQMsIg4AzgamJjKYz/ggsy8YKYdliSpdBPFPIgA2wOvBO4B9p2uQTt7YA8C76Q4\n",
       "HglFgO0VEYdT7IWdlplTzlMlSVI7MvM1zfcjYh9geVWblp+BZeYq4NmmRbcBp5ffkn6I52cQliSp\n",
       "W+4GfrVqhU5m4rgmM58ob18LXNROo0ZjtINSMzeTujO5vMSajx7at9cM/dvew1y7W+r4Gmba52F9\n",
       "zwxr7alMcT2w3YA7qtp0EmDXR8SpmXkHcCCwrp1GY2MbOig1M43GaF/qTuhX7X6+7mGs3e1fBP18\n",
       "z3ZqJn0exvfMsNZuMVaaj+b9BEW+/L+qBlsTYBNXxlwMXBwRm4BHgZO24jkkSXqRydcDA26KiH9l\n",
       "mol8oc0AK09jPKC8/XVgXod9lCTpRSLiWJ4/CxFgD2DnqjbORi9JGgQLeGGAPQa8o6qBASZJGgQn\n",
       "AvsAD2TmkxExkpnjVQ2cSkqSNAg+D1wJfC0iRinmRXQ2eknSwHs98MvAXwO/Bfw28KGqBgaYJGkQ\n",
       "jFF8BvZvQGTmj4CXVDUwwCRJg2AlcBnFmYcLIuJ9tAgwT+KQJA2C3wUeAT5IMX3hERQndkzLAJMk\n",
       "9V1m7rm1bQwwSVLfTTEXYrORzFw4eaEBJkkaBGfzwi8yw/NTGE5eDhhgkqQBkJlrI+Iw4M3AFuCf\n",
       "M/P6qjbbdIDN5HIokqTZExFnAkdSXDz5NGCPiNg3M8+bro2n0UuSBsFRwJsy89PAj4D3AM7EIUka\n",
       "eHOBZ6ZYNi0DTJI0CK6jmP9wZ2BHikOJa6oaGGCSpL7LzA8BVwCbgFXAP2bm71e12aZP4pAk1Udm\n",
       "fq68eWY767cVYBGxP3BeZi6KiNcCKyhOc7wXWNLqmi2SJHVby0OIEXEGxQSLO5SLLgCWZeZ8ii+X\n",
       "Hd677kmSNLV2PgN7EHgnz38T+vWZuba8fR1wUC86JklSlZYBlpmrKGYGntA8pcdGYKdud0qSpFY6\n",
       "OYljS9PtUeDxdho1GqMdlKq3fr5ma9dXHV/DTPs8rO+ZYa3dLZ0E2F0RsSAzbwUOAW5sp9HY2IYO\n",
       "StVbv15zozFq7Vmu2011HCsz6fMwvmeGtXa3x8rWBNjEmYYfBi6LiO2B+yiuoilJ0qxqK8Ay82Hg\n",
       "gPL2emBh77okSVJrzsQhSaolZ+KQNGNHX7q29UrTWPPRQ7vYEw0T98AkSbVkgEmSaskAkyTVkgEm\n",
       "SaolT+LokYPPWd232n4oLmkYuAcmSaolA0ySVEsGmCSplgwwSVItGWCSpFoywCRJtWSASZJqyQCT\n",
       "JNWSASZJqiUDTJJUSx1PJRURXwOeKO8+lJkndKdLkiS11lGARcSOAJm5qLvdkSSpPZ3uge0DvDQi\n",
       "1pTPsSwzb+tetyRJqtbpZ2BPAp/KzIOBxcCVEeHnaZKkWdPpHtgDwIMAmbk+In4IvAr47nQNGo3R\n",
       "DkupE/3c3sNau1u2hdewtYb1PTOstbul0wA7HtgbWBIRuwIvBx6tajA2tqHDUupEv7Z3ozE6dLW7\n",
       "/YtgGMfKsL1nhrV2t8dKpwF2OXBFRKwt7x+fmVu61CdJklrqKMAy81ngmC73RZKktnnihSSplgww\n",
       "SVItGWCSpFoywCRJtWSASZJqyQCTJNVSx7PRz5ajL13beiVJ0tBxD0ySVEsGmCSplgwwSVItGWCS\n",
       "pFoa+JM4tPUOPmd132qv+eihfas97Op6wpPvV3XKPTBJUi0ZYJKkWjLAJEm1NCufgT3wvcd57LGn\n",
       "ZqOUJGlIzEqAnXL5V2ejjAbATD6Q//zi+V3sidRaP9+vjpWZ6yjAImIO8OfA3sAzwImZ+R/d7Jgk\n",
       "SVU6/QzsCGD7zDwA+APg/O51SZKk1joNsN8ErgfIzNuAN3StR5IktaHTz8BeDvy46f7miJiTmVum\n",
       "WvkXd/spnt005UMtrf/PH7deSZI0dEbGx8e3ulFEnA/8W2ZeXd7/dmbu3u3OSZI0nU4PIX4VeBtA\n",
       "RLwRuLtrPZIkqQ2dHkK8BnhLREycH398l/ojSVJbOjqEKElSvzmVlCSplgwwSVItGWCSpFoywCRJ\n",
       "tWSASZJqyQCTJNWSASZJqiUDTJJUSwaYJKmWDDBJUi0ZYJKkWjLAJEm1VDkbfUTMBS4D9gLGgcXA\n",
       "9sCXgQfK1S7JzKt62UlJkiZrdTmVw4AtmTkvIhYAHwe+BJyfmRf0vHeSJE2j5eVUImJuZm6OiGOB\n",
       "RcBTQFCE33rgtMzc2POeSpLUpOVnYGV4rQAuBK4EbgdOz8wFwEPA2T3toSRJU2jrisyZeVxE7ALc\n",
       "BhyQmd8rH7oWuKhV+/Hx8fGRkZHOeykNtq69uR0r2sZ19c3d6iSOY4DdMvOTwNPAFmBVRJySmXcA\n",
       "BwLrWhUZGRlhbGxDN/q7VRqN0b7UtfZw1W40Rrv2XP0aK9Df7Tdsr3lYa3dzrEDrPbCVwIqIuBXY\n",
       "DlgKPAJcHBGbgEeBk7raI0mS2lAZYJn5NPDuKR6a15vuSJLUHr/ILEmqJQNMklRLBpgkqZYMMElS\n",
       "LRlgkqRaMsAkSbVkgEmSaskAkyTVkgEmSaolA0ySVEsGmCSpltq6nMqwOvrStR23XfPRQ7vYE0nS\n",
       "ZO6BSZJqyQCTJNWSASZJqiUDTJJUSwaYJKmWKs9CjIi5wGXAXsA4sBh4BlgBbAHuBZZk5nhvuylJ\n",
       "0gu12gM7DNiSmfOAs4BPAOcDyzJzPjACHN7bLkqS9GKVAZaZ/wCcXN7dE3gM2C8zJ74gdR1wUM96\n",
       "J0nSNFp+kTkzN0fECuAI4F3AW5oe3gjs1E6hRmO0k/7NWL/qWnv4anfLMG6/YXzNw1y7W9qaiSMz\n",
       "j4uIXYDbgR2bHhoFHm/nOcbGNmx972ao0RjtS90J/ardz9c9jLW7/YtgGLffsL3mYa3d7bFSeQgx\n",
       "Io6JiI+Ud58GNgPrImJBuewQoPP5liRJ6lCrPbCVwIqIuBXYDlgKfBO4LCK2B+4r15EkaVZVBlhm\n",
       "Pg28e4qHFvakN5IktckvMkuSaskAkyTVkgEmSaolA0ySVEsGmCSplgwwSVItGWCSpFoywCRJtWSA\n",
       "SZJqyQCTJNWSASZJqiUDTJJUSwaYJKmWDDBJUi0ZYJKkWmp1QctaO/ic1bWt/fnF87vUE0naNlUG\n",
       "WERsB3wWeDWwA3Au8B3gy8AD5WqXZOZVveykJEmTtdoDey8wlpnHRMTOwNeBPwTOz8wLet47SZKm\n",
       "0SrArgZWlrfnAJuA/YCIiMOB9cBpmbmxd12UJOnFKk/iyMwnM3NjRIxShNmZwO3A6Zm5AHgIOLv3\n",
       "3ZQk6YVansQREbsDq4CLM/P/RMROmflE+fC1wEXtFGo0Rjvv5RCa6fbq5/Ye1trdMozbbxhf8zDX\n",
       "7pZWJ3HsAtwAfCAzby4XXx8Rp2bmHcCBwLp2Co2NbZhRR4fNTLZXozHat+09jLW7/YtgGLffsL3m\n",
       "Ya3d7bHSag9sGbATsDwilpfLTgM+HRGbgEeBk7raI0mS2lAZYJm5FFg6xUPzetMdSZLa40wckqRa\n",
       "MsAkSbVkgEmSaskAkyTVkgEmSaolA0ySVEsGmCSplgwwSVItGWCSpFoywCRJtWSASZJqyQCTJNWS\n",
       "ASZJqiUDTJJUSwaYJKmWDDBJUi0ZYJKkWqq8InNEbAd8Fng1sANwLnA/sALYAtwLLMnM8d52U5K0\n",
       "LYuI3Sjy5CMRcQBwEPDZzPzOdG1a7YG9FxjLzPnAW4GLgfOBZeWyEeDwrvRekjTM/hb4fkS8AlgF\n",
       "PAVcWdWgVYBdDSxvWncT8PrMXFsuu44iJSVJmonRzLwQOAy4MTP/FHhpVYPKQ4iZ+SRARIxShNlZ\n",
       "wJ82rbIR2GkmPZYkCdgcEXsARwJ/FxELKD6qmlZlgAFExO4Uu3MXZ+YXIuJPmh4eBR5vp2eNxmg7\n",
       "q6k00+3Vz+09rLW7ZRi33zC+5mGuPY3zgDuBu4C/B5YAp1Y1aHUSxy7ADcAHMvPmcvFdEbEgM28F\n",
       "DgFubKdnY2Mb2llNpZlsr0ZjtG/bexhrd/sXwTBuv2F7zcNau2qsZObKiPgi8AvAzwOfycxNVc/X\n",
       "ag9sGcUhwuURMfFZ2FLgoojYHrgPWNlm3yVJmlJEvJHio6ofAa8BHoqIEzPzjunatPoMbClFYE22\n",
       "cAb9lCRpsguBozLzKxFxF/B24AvAm6Zr4BeZJUmDYMfM/MrEnfL7X52fhShJ0ix5IiJOpJg8g4g4\n",
       "GPhBVQP3wCRJg+BYiskzXklxhvvpwMlVDdwDkyQNhMxcVN58LTz3HeRpuQcmSRoEX42IJRExAhAR\n",
       "i4C7qxq4ByZJGgS/RjHf7pERkcAi4ISqBu6BSZL6LjO/C3wcCOAoii8y31TVxgCTJPVdRHyGYvb5\n",
       "oyhC7G0RsaaqjYcQJUmDYA6wb2Y+Vd4/NCIWVzUwwCRJfZeZS6ZYdmlVGw8hSpJqyQCTJNWSASZJ\n",
       "GigR8Y7y/yOq1jPAJEmDZuLyXWdXrWSASZJqyQCTJNWSASZJqqW2vgcWEfsD52Xmooh4HfAlYH35\n",
       "8CWZeVWvOihJGjpZ/v/NqpVaBlhEnAEcDWwsF+0HXJCZF8yoe5IkTSEz31P+f1TVeu0cQnwQeCcw\n",
       "Ut7fj2KKj1sj4q8i4mUz6qkkSR1oGWCZuQp4tmnRbcDpmbkAeIgWpzlKktQLncyFeE1mPlHevha4\n",
       "qJ1GjUblhTU1yUy3Vz+397DW7pZh3H7D+JqHuXa3dBJg10fEqZl5B3AgsK6dRmNjGzooNbxmsr0a\n",
       "jdG+be9hrN3tXwTDuP2G7TUPa+2qsRIRN0/z0AhAZi6c/MDWBNh4+f9i4OKI2AQ8Cpy0Fc8hSdJU\n",
       "Jj6OmjjfYkfgrRTnYPzUVA3aCrDMfBg4oLz9dWDeTHopSVKzzFwbEdtThNa7gDcBtwBLgBumauP1\n",
       "wCRJfRcRn6PYObqJ4srMx2Xm5qo2zsQhSRoE48AY8F3gO63CC9wDkyQNgMw8tjyEeAhwZkS8BlgN\n",
       "/F1m5lRt3AOTJPVdRCykONficeBS4GPALsDaiPj3qdq4ByZJGgTLef4MxGbfmGa5ASZJ6r/MfPPW\n",
       "tjHAJEl9FxG/S3HY8J8pTqM/H7g8M++dro2fgUmSBsEHgV8AfkhxIscXaTFVoQEmSRoE38/MRymu\n",
       "N/mrmXkzUHm1EwNMkjQI/iUijgPuAfYpT6P/maoGfgYmSRoEbwfOKG+PA4cCZ1Y1MMAG1NGXru24\n",
       "7ZqPHtrFnkjSrPgt4FuZuaXdBgaYJGkQHA2MRMTElU9GeP4qKCOZ+bHJDQwwSdIgGK+4P/kxwACT\n",
       "JA2AzPyjiNgF2B/YDNyemWNVbTwLUZLUdxFxGMUZiCcAnwNuiIi3VrVxD2wbdPA5qztu+/nF87vY\n",
       "Ew0LTzpSF5wD/GZmro+Iu4CFFBeyvH66Bm0FWETsD5yXmYsi4rXACmALcC+wJDOnPD4pSVKb5mbm\n",
       "+ok7mflERGxX1aDlIcSIOAO4DNihXHQBsCwz51OcJXJ45/2VJAmAb0fEuRGxIzA3Ik4GvlXVoJ3P\n",
       "wB4E3snz09m/PjMnjhdcBxzUaW8lSSodDfwsMEoxH+IbgPdXNWh5CDEzV0XEnk2Lmq/LshHYaau7\n",
       "KUlSk8x8DDi+vLuonTadnMTR/C3pUYqrZ7bUaIx2UEqzrRs/p37+rLeF99kwbr9hfM3DXLtbOgmw\n",
       "uyJiQWbeSjHl/Y3tNBob29BBKc22mf6cGo3Rvv2s+1W7278Ihm37wXC+5mGs3e2xsjUBNnGm4YeB\n",
       "yyJie+A+YGVXeyRJUhvaCrDMfBg4oLy9nuL8fEmS+saZOCRJtWSASZJqyQCTJNWSASZJqiUDTJJU\n",
       "SwaYJKmWDDBJUi0ZYJKkWjLAJEm1ZIBJkmrJAJMk1VIns9FL2gYdfM7qfndB2irugUmSaskAkyTV\n",
       "kgEmSaolA0ySVEsDfxLH0Zeu7XcXJEkDqOMAi4ivAU+Udx/KzBO60yVJklrrKMAiYkeAzFzU3e5I\n",
       "ktSeTvfA9gFeGhFryudYlpm3da9bkiRV6/QkjieBT2XmwcBi4MqI8IQQSdKs6XQP7AHgQYDMXB8R\n",
       "PwReBXx3ugaNxmiHpTSbuvFz6ufPelt4n3X6Guo6k8ZM+73mo4fOqP2wvl+3hbHSaYAdD+wNLImI\n",
       "XYGXA49WNRgb29BhKc2mmf6cGo3Rvv2s+1W7278IHCtbZybbaxjfr/2s3e2x0mmAXQ5cERET57gf\n",
       "n5lbutQnSZJa6ijAMvNZ4Jgu90WSpLZ54oUkqZYGfiYOza6Zznwykw/U+1lbUv24ByZJqiUDTJJU\n",
       "SwaYJKmWDDBJUi0ZYJKkWjLAJEm1ZIBJkmrJAJMk1ZIBJkmqJWfiUFfV9ZIeqq+ZzuDSqc8vnt+X\n",
       "unqee2CSpFoywCRJtWSASZJqyQCTJNWSJ3FomzGTE0j8QF6zzffrzHUUYBExB/hzYG/gGeDEzPyP\n",
       "bnZMkqQqnR5CPALYPjMPAP4AOL97XZIkqbVOA+w3gesBMvM24A1d65EkSW3oNMBeDvy46f7m8rCi\n",
       "JEmzYmR8fHyrG0XE+cC/ZebV5f1vZ+bu3e6cJEnT6XSv6avA2wAi4o3A3V3rkSRJbej0NPprgLdE\n",
       "xFfL+8d3qT+SJLWlo0OIkiT1mydeSJJqyQCTJNWSASZJqqWezYXYr+mmImJ/4LzMXBQRrwVWAFuA\n",
       "e4Elmdn1D/0iYjvgs8CrgR2Ac4H7Z6n2XOAyYC9gHFhMsb17XrupDz8D3AkcWNbsee2I+BrwRHn3\n",
       "IeCTs1G3rP0R4O3AdsD/pjgrt+PajhXHSi9rb0tjZbJe7oHN+nRTEXEGxRt0h3LRBcCyzJwPjACH\n",
       "96j0e4Gxss5bgYspXu9s1D4M2JKZ84CzgE/MYu2JX0h/ATxZ1ur5No+IHQEyc1H574TZqFvWXgj8\n",
       "Rvm+Xgi8hplvb8eKY8Wx0oFeBlg/ppt6EHgnxYYBeH1mTlxv/DrgoB7VvRpYXt6eA2yardqZ+Q/A\n",
       "yeXdPYHXuQo0AAAD8klEQVTHgP1m6XUDfAq4BHi0vD8br3sf4KURsSYibiy/izhbP+v/AdwTEdcC\n",
       "XwK+yMy3t2PFseJY6UAvA2zWp5vKzFXAs02LRppubwR26lHdJzNzY0SMUgzQs3jhtu1Z7bL+5ohY\n",
       "AVwIXMksve6IOI7ir+kbykUjs1T7SeBTmXkwxWGgKyc93svt3QD2A/5nWftvmflrdqzMQu2yvmPl\n",
       "heo2Vl6gl4Pkx8Boc63M3NLDelNprjcKPN6rQhGxO3AT8LnM/MJs1gbIzOOAAP4K2HGWah9P8YX2\n",
       "m4F9gb+meNP2uvYDlAMxM9cDPwR2mYW6AD8AbsjMZzPzAeC/eOEg7KS2Y2WWaoNjhXqPlRfoZYAN\n",
       "wnRTd0XEgvL2IcDaqpU7FRG7ADcAZ2TmilmufUz5QSnA08BmYN1s1M7MBZm5MDMXAf8O/A5w/SzU\n",
       "Pp7yc6KI2JViINwwG68Z+ArFZzcTtV8K3DjD2o4Vx4pjpQO9vCJzP6ebmjir5cPAZRGxPXAfsLJH\n",
       "9ZZR/GWxPCImju8vBS6ahdorgRURcSvFmT5LgW8yO697snFmZ5tfDlwRERNv/uMp/rLs+WvOzNUR\n",
       "MT8ibqf4A/ADwMMzrO1Ycaw4VjrgVFKSpFryi8ySpFoywCRJtWSASZJqyQCTJNWSASZJqiUDTJJU\n",
       "SwbYAIiInSLimhbrXFHOYFC1zi1NXxKc6vE9I+KeaR5bHRGviojjIuKKctnDEbFHO69Bmg2OFTXr\n",
       "5ReZ1b6dKaaXqbKQ1n9wjPP8F1O3SmYeChARzc/hlwQ1aBwreo4BNhguAnaNiFUUszZ/iGJA3Al8\n",
       "EDgF2BVYHRHzKa4l9CHgJeW/EzPzX9qs9bKyzs9RzJN2Qmb+OCIeBhbw4klGpUHiWNFzPIQ4GE4B\n",
       "vkdxmYllwPzM3JtiJumzM/O88vG3UUx+eTJwaGbuC/wx8HtbUWs34BOZuQ/wLYrZwMG/IFUPjhU9\n",
       "xwAbDBN/xS0AvpiZj5X3/5LiL8jnlLOUvwM4JCL+CDgW+MmtqHVPZq4rb//N5OeXBpxjRc8xwAbL\n",
       "HF54SGIOkw7zRsTLgHUUl2S/heKQytb8HJuvATVn0n2pLhwrMsAGxLMUg+8W4LciYudy+fsprps0\n",
       "sc52wF4Ul4H4ZLn+24C5W1Frn4j45fL2+4B/mknHpVnmWNFzDLDB8H3gEeDPgE8At0bE/RRX6p04\n",
       "7v5lYDXFcf1/B+4HbqW4dlS7p++OAwl8IiLuBl5R1pt4rPmfNIgcK3qOl1ORJNWSp9FvYyLi55j+\n",
       "InEnZuads9kfaVA5VurPPTBJUi35GZgkqZYMMElSLRlgkqRaMsAkSbVkgEmSaskAkyTV0v8H2bnf\n",
       "SHuCiSkAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18c29c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# facetting histograms by subsets of data\n",
    "sb.set(style=\"darkgrid\")\n",
    "\n",
    "tips = sb.load_dataset(\"tips\")\n",
    "g = sb.FacetGrid(tips, row=\"sex\", col=\"time\", margin_titles=True)\n",
    "bins = np.linspace(0, 60, 13)\n",
    "g.map(plt.hist, \"total_bill\", color=\"steelblue\", bins=bins, lw=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAfAAAAHwCAYAAABZrD3mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XlwJOd9Hv6nu+fo6bkADIDBvSf2IpekSFGkJJoSaSuy\n",
       "ypQUW2YkRrGkKKlIqYpVsVOJk0ri0q9+tqOKIruKVZZjWZaP2LHssmzJkiXa1uW1SYpcitRyL1yL\n",
       "+wYGwFw9d3f+GDQWC2J3cczM293zfP6RdjHd810QwIN+3+/7vpJpmiAiIiJnkUUXQERERPvHACci\n",
       "InIgBjgREZEDMcCJiIgciAFORETkQJ4DXMO2dSJ7kWp0H35vE9nHXb+v+QRORETkQAxwIiIiB2KA\n",
       "ExERORADnIiIyIEY4ERERA50kC50IiKymfLGBhLPPYdKKgVvPI7Ye94D2ecTXRbVkXSAw0y41ITI\n",
       "XriMrMnlJicx++yzKK+tbf2dv68PfZ/6FHydnQIro0PgMjIiIjerZDKY+fVfR3l9HR0/+7M48T//\n",
       "J1qefBKF2VnM/eZvwiyXRZdIdcIAJyJysKU/+zNUUil0/OzPov2pp+Dr7ET3Rz6C6GOPIT81hZWv\n",
       "flV0iVQnDHAiIofKjY0heeEC/P39iL373bd8LP7hD8Pb3o7EN7+J4sqKoAqpnhjgREQOlXjuOQDV\n",
       "sJY8t/YkK4EAOn7mZwDDQOJb3xJRHtUZA5yIyIFKiQTSP/wh1CNHoJ0+vetrIo88Am9HB5IXLqC0\n",
       "sdHgCqneGOBERA60/t3vAqaJ1p/4CUjS7g3LkqIg9lM/BbNcxvp3vtPgCqneGOBERA5jVirYuHAB\n",
       "SjiMyCOP3PG10be9DXIggOTzz8M0jAZVSI3AACcichh9ZASVdBrhhx++62Ytss+H8MMPo7y2Bn1o\n",
       "qEEVUiMwwImIHCZ98SIAIPLmN+/p9S1vfzsAIPmP/1i3mqjxGOBERA5iGgZSP/whlFDots1rOwVO\n",
       "nYK3owOpV16BUSjUuUJqFAY4EZGD5MbGUEkmEX7wQUiKsqdrJElC5C1vgVksInv1ap0rpEZhgBMR\n",
       "OUjm0iUAQPihh/Z1XfjBBwEA6ddeq3lNJAYDnIjIQbJXr0LyeKCdObOv69Rjx+BpaUHmRz9iN7pL\n",
       "MMCJiByinMkgPzWFwMmTkP3+fV0ryTJCDzyASjqN3OhonSqkRmKAExE5hH7tGmCaCJ47d6DrOYzu\n",
       "LgxwIiKHyF65AgAI3nvvga7XzpyB5PWykc0lGOBERA6RvXYNsqZBPXr0QNfLPh+006dRmJnh3ugu\n",
       "wAAnInKA0toaSqur0E6fhiQf/Ed38J57AAA6n8IdjwFOROQAVuOZNjh4qPtYw++ZzeF4ci7P3V9C\n",
       "TmMYBtLp9L6vC4fDkA/xmz0R1Y++GeCBQwa4v68PSiSC7NWrMA3jUE/zJBYD3IXS6TS+dmEKgWBo\n",
       "z9fkshm8//EjiEajdayMiA4qNzoKyeM58Py3RZIkBO+5B6kXX0RxYQH+3t7aFEgNxwB3qUAwhGAo\n",
       "IroMIqqBSi6H/PR0df2313vo+2lnziD14ovQh4cZ4A7GsRMiIpvLj48Dpnno+W+LdQiKPjxck/uR\n",
       "GAxwIiKby924AeDw898WXzwOJRKBPjwM0zRrck9qPAY4EZHN5SYmAACBY8dqcj9JkqCdPo3yxgZK\n",
       "Kys1uSc1HgOciMjm8hMT8LS1wdPSUrN7chjd+RjgREQ2VlpfR3lj49Dd5zsxwJ2PAU5EZGP58XEA\n",
       "tRs+t/h7eyFrGgPcwRjgREQ2lpucBFA9z7uWJFmGduoUSisrKK2t1fTe1BgMcCIiG8vXuIFtu61h\n",
       "9JGRmt+b6o8BTkRkU6ZpIj8xAW9nJ5RgsOb35zy4szHAiYhsqry2hko2W/MGNos6MADJ72eAOxQD\n",
       "nIjIpvJTUwCqQVsPkscDbXAQxfl5lFOpurwH1Q8DnIjIpvLT0wDqF+DAzd3dcmNjdXsPqg8GOBGR\n",
       "TTUiwK391a3jSsk5GOBERDZVmJqCEonUdAe2nQLHjwOyjBwD3HEY4ERENlTJZlFKJOr69A0AsqpC\n",
       "7e9HfnISRqlU1/ei2uJ54AQAMAwDyWRy39eFw2HIMn8PJKq1reHzI0fq/l6BwUHkp6aQn5ys2ZGl\n",
       "VH8McAIA5PUsnntpDa2x8p6vyWUzeP/jRxCNRutYGVFzsgLc399f9/fSBgex/u1vIzc6ygB3EAY4\n",
       "bVG1IIKhiOgyiAhAYW4OAKA2IMAD2xrZYnV/N6oVjn0SEdlQcW4OUBT44vG6v5e3rQ2etjbkxsZg\n",
       "mmbd349qgwFORGQzpmmiMD8PXzwOydOYgVJtcBCVdBrFpaWGvB8dHgOciMhmyuvrMHI5+Ht6Gvae\n",
       "Wxu6cDmZYzDAiYhspjA/D6B6ZnejaAxwx2GAExHZjNXA1sgA9/f1QVZV6NxS1TEY4ERENiMiwCVF\n",
       "QeDECRTn51HJZBr2vnRwDHAiIpspzs83rAN9u8DJkwDAp3CHYIATEdmIaZoozM01tAPdwkY2Z2GA\n",
       "ExHZSHljo+Ed6JbAiROAJPFkModggBMR2YiI+W+LEgjA39eH/MQEzPLet1UmMRjgREQ2UhQY4EB1\n",
       "OZlZKiE/NSXk/WnvGOBERDZiPYH7BAyhA7fui072xgAnIrKRwvw8IMvwd3UJeX9u6OIcDHAiIpsQ\n",
       "2YFu8cRi8LS2Qh8d5cEmNscAJyKyia0OdEHz3wAgSRICJ0+ikkqhtLIirA66OwY4EZFNiOxA347D\n",
       "6M7AACcisomtDnRBDWwWNrI5AwOciMgmrFPIfIKfwNX+fkg+H3LcUtXWGOBERDZRmJsDZLnhe6Dv\n",
       "JHk8CJw4gcLcHCrZrNBa6PYY4ERENrC9A132ekWXUz3YxDSRu3FDdCl0GwxwIiIbELkH+m40zoPb\n",
       "HgOciMgG7NKBbrEONmEnun0xwImIbKC42cBmlwBXgkH4e3uRGx/nwSY2xQAnIrIB0Xug7yZw8iTM\n",
       "YhH5mRnRpdAuGOBERDZg7YHuE7QH+m64oYu9McCJiATb6kDv7LRFB7qFG7rYGwOciEiwcjIJQ9dt\n",
       "M/9t8XZ0QIlGkePBJrbEACciEqxow/lvoHqwiTY4iPLGBkqrq6LLoR0Y4EREgtltCdl2gZMnAYDb\n",
       "qtoQA5yISLCCzZaQbcdGNvtigBMRCba1B7qNOtAt6pEjkLxeNrLZEAOciEgg0zRRmJ+3XQe6RfJ4\n",
       "EDh+HIXZWVRyOdHl0DYMcCIigcrJJIxs1pbD55bA4GD1YBM+hdsKA5yISCBrC1W7daBvp505AwDQ\n",
       "h4YEV0LbMcCJiASycwe6RRscBBQF2evXRZdC2zDAiYgEckKAy34/AsePIz85iYquiy6HNjHAiYgE\n",
       "KszPA5IEXzwuupQ70s6cAUwT+siI6FJoEwOciEiQrT3Q43HIPp/ocu4oePYsAEDnMLptMMCJiASp\n",
       "OKAD3RI4eRKSx4MsG9lsgwFORCRIwQEd6BbZ50PgxAkUpqdRyWREl0NggBMRCeOEBrbttLNnq/Pg\n",
       "w8OiSyEwwImIhNkKcAc8gQM358E5jG4PDHAiIkG2OtBtuAf6btTjx6v7orORzRY8ogugOzMMA+l0\n",
       "el/XJJNJmIZZp4qIqBa2OtA7O23fgW6RvV4EBgehX7uGcioFTyQiuqSmxgC3uXQ6ja9dmEIgGNrz\n",
       "NYnlBWjhFoQQrWNlRHQYVge67/Rp0aXsS/DMGejXrkEfHkbk4YdFl9PUGOAOEAiGEAzt/TddPbO/\n",
       "J3YiarytM8AdMv9t0batB2eAi8U5cCIiAZzWgW4JHDsGye9nI5sNMMCJiATYegJ3WIBLHg+0wUEU\n",
       "5+dR3tgQXU5TY4ATEQlQmJtzVAf6dhqXk9kCA5yIqMFM00TRYR3o223ti84AF4oBTkTUYJVUCpVs\n",
       "1hFbqO5GPXIEciDA88EFY4ATETWYUxvYLJKiQDt1CqWlJZQSCdHlNC0GOBFRgzl1Cdl2wXPnAHAe\n",
       "XCQGOBFRgzn9CRwAtM0A169dE1xJ82KAExE12FYHene36FIOzN/bCyUcRvb6dZgmt24WgQFORNRA\n",
       "W3ugx+OO7EC3SLIM7cwZlNfWUFpaEl1OU2KAExE1UHljA0Y2C39fn+hSDm3reFF2owvBACciaiA3\n",
       "zH9brHlwBrgYDHAiogYqzM4CgCuewH3xODytrdCvX4dpGKLLaToMcCKiBnLTE7gkSQiePYtKOr31\n",
       "76LGYYATETVQYXYWkscDX2en6FJqYvvxotRYDHAiogYxDaPagd7dDcnjEV1OTQQ5Dy4MA5yIqEFK\n",
       "q6swi0VXDJ9bvLEYvPE49KEhmJWK6HKaCgOciKhBtua/XdDAtl3w7FkYuRzyU1OiS2kqDHAiogbZ\n",
       "6kB30RM4sG09OLdVbSgGOBFRg7j1CVw7cwYAG9kajQFORNQghdlZSH4/vLGY6FJqyhONwt/XB310\n",
       "FEapJLqcpsEAJyJqALNcRmFhAf7eXkiy+370amfPwiwWkR8fF11K03DfVxERkQ0Vl5aASsV1898W\n",
       "zoM3HgOciKgB3Dr/bdFOnwYkievBG4gBTkTUAG7aQnU3SjAI9ehR5G7cgFEoiC6nKTDAiYgaID8z\n",
       "A8C9T+DA5jB6pQJ9ZER0KU2BAU5E1ACFqSkokQg80ajoUurGOl6Uy8kagwFORFRnlWwWpUQC6sAA\n",
       "JEkSXU7daIODgKJwHrxBGOBERHWWn54GAKgDA4IrqS/Z70fgxAnkJydRyWZFl+N6DHAiojrbCvAj\n",
       "RwRXUn/Bs2cB04Q+PCy6FNdjgBMR1Vlh85APv8ufwAEeL9pIDHAiojrLT09D8vvhi8dFl1J36vHj\n",
       "kHw+NrI1AAOciKiOjGIRhfl5qP39rtxCdSfZ64V26hQKs7MoJ5Oiy3E1j+gCyLkMw0DygN+g4XAY\n",
       "chP8MCMqzM8DhuH6BrbttLNnkb1yBdnr1xF99FHR5bgWA5wOLK9n8dxLa2iNlfd1XS6bwfsfP4Ko\n",
       "i9fDElny1vx3EzSwWYJnz2IFgD40xACvIwY4HYqqBREMRUSXQWRbhSZZQradeuQIZFWFPjQkuhRX\n",
       "4xgmEVEd5aemAFl27R7ou5EUBYFTp1BcXERpY0N0Oa7FACciqhPTMJCfmYG/pweyzye6nIYKnjkD\n",
       "AHwKryMGOBFRnRSXl2EWCk01fG7RGOB1xwAnIqoTa/67GTZw2Ynz4PXHACciqhOrA70ZtlDd6ZZ5\n",
       "8PV10eW4EgOciKhOtgK8v19wJWIEz54FwGH0emGAExHVgWmayI2PwxePQwmFRJcjBOfB64sBTkRU\n",
       "B6WlJRi6DvXYMdGlCKMODEAOBBjgdcIAJyKqg9z4OAAgcPy44ErEkRQF2qlTKC4tcR68DhjgRER1\n",
       "YAW42sQBDmwbRufpZDXHACciqoPc+DigKE25Bnw7jY1sdcMAJyKqMbNcRmF6GmpfX9PtwLaTNQ+e\n",
       "HR4WXYrrMMCJiGosPz0Ns1xu+uFzAJBkGdrp0ygtLaG0tia6HFdhgBMR1VhudBQAoJ08KbgSe+By\n",
       "svpggBMR1Zi+GeCBwUHBldiDFeBZBnhN8TxwajjDMJBMJvd9XTgchizzd06yN9M0kRsbgxKNwtvR\n",
       "IbocW1AHBiBrGp/Aa4wBTg2X17N47qU1tMbKe74ml83g/Y8fQTQarWNlRIdXWl1FeWMD4Te/GZIk\n",
       "iS7HFqx58Mxrr6GUSMAbi4kuyRUY4CSEqgURDEVEl0FUczkOn+9KO3MGmddegz40hOjb3y66HFfg\n",
       "eCQRUQ3pY2MAAI0Bfosg58FrjgFORFRD+tAQJJ+v6Tdw2cnf3w85GOQ8eA0xwImIaqS8sYHi/Dy0\n",
       "U6cgeThDuZ0ky9BOnUJpZQWl1VXR5bgCA5yIqEas4eHguXOCK7GnrWF07spWEwxwIqIasQ7ssNY9\n",
       "0624L3ptMcCJiGokOzQEORCAeuSI6FJsyd/XV50H58lkNcFJmgYyDAPpdHpf1ySTSZiGWaeKiKhW\n",
       "SokESktLCL3pTZAURXQ5trS1HvzVV1FcWYGPG90cCgO8gdLpNL52YQqBYGjP1ySWF6CFWxACNzAh\n",
       "srPMlSsAOP99N8GzZ5F59VXow8MM8ENigDdYIBja1wYmemZ/T+xEJEbm0iUAQOi++wRXYm/bDzZp\n",
       "eewxwdU4G+fAiYgOySiVoF+7Bl88Dl88LrocW/P39kLhPHhNMMCJiA4pNzoKI59HkE/fdyXJMrQz\n",
       "Z1BKJFBcWRFdjqMxwImIDmlr+Pz++wVX4gw8H7w2GOBERIdgmibSr70Gye+HduqU6HIcgQFeGwxw\n",
       "IqJDyE9NobS8jPADD0D2+USX4wj+3l4ooRCyQ0MwTS6TPSgGOBHRIaQvXgQAhB9+WHAlzmHNg5cT\n",
       "Ce6LfggMcCKiAzJNE6mXX4bk93P52D5tDaOzG/3AGOBERAeUn5pCaWWFw+cHENzcFz27uQEO7R8D\n",
       "nIjogDYuXAAARN76VsGVOI+vpweeWAyZq1dhViqiy3EkBjgR0QEYhQJSL74IT2srQufPiy7HcSRJ\n",
       "Quj8eRjZLHLj46LLcSQGOBHRAaRefhlGLofoY4/x8JIDsvoGMq+/LrgSZ2KAExHtk2maWP/e9wBJ\n",
       "Qsvjj4sux7G0s2cBRUH28mXRpTgSA5yIaJ/0oSHkx8cReuABnqh1CEogAO3UKeQnJ1FOJkWX4zgM\n",
       "cCKifUp84xsAgPannhJcifNtDaOzG33fGOBERPugj40he/UqtHPnEDhxQnQ5jmcFeHZzP3naOwY4\n",
       "EdEemYaBpT/+YwBAx/vfL7gad+BysoPziC7ADsan5jG7lNrXNWaliHe8lTsvETWT5PPPIz8xgcgj\n",
       "j0A7fVp0Oa5gLSfb+P73kRsfhzY4KLokx2CAA1hPZpFB+76u0dMLdaqGiOyotLqKpS9/GZLPh84P\n",
       "flB0Oa4Suu8+bHz/+8hcusQA3wcOoRMR3YVZLmPut34LRjaL+Ic/DG9bm+iSXCV4zz2QfD6kX31V\n",
       "dCmOwgAnIroD0zAw/zu/g9yNG4g8+ijXfdeB7PcjdP48ivPzKMzPiy7HMRjgRES3YRSLmP/CF5B6\n",
       "6SUETp1C97/8l5AkSXRZrhR+6CEAQPqHPxRciXMwwImIdlFcXMTUZz6D1A9+gMCJE+j/hV+A7PeL\n",
       "Lsu1QvffDygKA3wf2MRGRLSNUShg9etfx9pzz8EslxF9+9vR9dGP8rjQOlOCQQTPnkX2yhUUl5fh\n",
       "6+wUXZLtMcCJiFDd3zx98SKW/vRPUU4k4GlrQ/yZZxB+85s5bN4gkUcfRfbKFaR+8AO0v+99osux\n",
       "PQY4ETW9/MwMlv7oj6APDwOKgthTT6H9ve/lkHmDhR96CIt/8AdIvvgiYu99L39xugsGOBE1LbNS\n",
       "wcpXv1rd29w0EXrgAcSfeQa+eFx0aU1JCQQQeuABpC9eRH5qCoGjR0WXZGsMcCJqSpVsFrPPPgt9\n",
       "eBjejg50feQjCJ0/L7qsphd961uRvngRqRdeYIDfBbvQiajplJNJTH3mM9CHhxF68EEc+/SnGd42\n",
       "EbrvPiiRCJLPPw+jWBRdjq0xwImoqVRyOUx/7nMozMyg9ckn0ffv/h2UYFB0WbRJ8njQ8thjqGSz\n",
       "SL/yiuhybI0BTkRNwzQMzH3+8yhMT6Plne9E/Od+DpLMH4N20/LOdwIA1r//faF12B2/comoaax+\n",
       "/evIXr6M4H33oevnfo5dzjbl6+xE8J57kBsZQX56WnQ5tsUAJ6KmoI+MYPWrX4UnFkPvv/k3kBRF\n",
       "dEl0B23/5J8AABLf+pbgSuyLAU5ErmcUi1j43d8FAPR+8pNQQiHBFdHdBO+7D/7eXqReegmlREJ0\n",
       "ObbEACci11v9+tdRXFpC27vexfOmHUKSJLS95z2AYfAp/DYY4ETkasWlJSS++U14YzF0/MzPiC6H\n",
       "9iH66KPwdnRg/XvfQ3FlRXQ5tsMAJyJXW/nKV4BKBZ0f/CBkVRVdDu2D5PGg4wMfACoVrPzFX4gu\n",
       "x3YY4ETkWrmJCaRefhnqsWMIP/yw6HLoACJveQv8R44g9eKL0MfGRJdjKwxwInIl0zSx/Gd/BgDo\n",
       "/Gf/jEvGHEqSZXR9+MMAgIUvfQlGqSS4IvtggBORK2WvXoV+/TqC588jePas6HLoELRTp9Dy5JMo\n",
       "zs9j9WtfE12ObTDAich1TMOoPn1LEjqfflp0OVQDnU8/DW8shsRf/zUyly6JLscWGOBE5Drp115D\n",
       "YXoakUcegTowILocqgElEEDvz/88JEXB3Be+gMLcnOiShGOAE5GrmKaJxNe/DkgS2t/3PtHlUA0F\n",
       "jh5F18c+BiObxfRnP4vi8rLokoRigBORq2QvX0Z+chLhhx6Cv6dHdDlUYy2PPYbOZ55BeWMDk7/6\n",
       "q8hNToouSRiP6AKcyjAMJJPJfV2TTCZhGmadKnK3g3y+DcMAAMj7PG0qHA7v+xqyj9VvfAMA0P7e\n",
       "9wquhOol9u53Q5JlLP3f/4upX/s1xD/0IbQ88UTTrTRggB9QLpfF1y5MIRDc+57KieUFaOEWhBCt\n",
       "Y2XulNezeO6lNbTGynu+JrG8AFnxojXWvudrctkM3v/4EUSj/G/kRPrwMHIjIwjdfz/UI0dEl0N1\n",
       "1Paud8Hb3o75L34Ri3/4h0i/9hq6P/5xeFtbRZfWMAzwQwgEQwiGInt+vZ5J17Ea91O14L4/35Li\n",
       "2dc15Gyrf/VXAIAYn76bQvhNb8LxX/kVLHzpS8hevozx//pfEX/mGUQfe6wpnsY5TkhErpAbH0f2\n",
       "6lVoZ89CO3lSdDnUIN7WVvT/4i+i66MfBQwDC7/7u03T4MYAJyJXWP361wFw7rsZSZKE1ieewPFf\n",
       "/VWE7r8f+rVrGP9v/w2Jb30LZqUiury6YYATkePlZ2aQee01BE6ehMZd15qWNxZD37//9+j55Cch\n",
       "+/1Y/tM/xdSv/ZprzxNngBOR41lP37GnnmqKuU+6PUmSEH30URz/H/8DkUcfRe7GDUz88i8je/26\n",
       "6NJqjgFORI6Wn5lB+uJFqEeOIHT//aLLIZvwhELo+cQn0PXRj6KSz2P6f/0vJJ9/XnRZNcUAJyJH\n",
       "W/3a1wDTRPtP/zSfvukW1tz4wH/8j5BVFfNf/CI2LlwQXVbNMMCJyLHyU1NIv/IK1OPH+fRNtxU8\n",
       "cwZHfumXoASDWPi933NNiDPAicixVjaPluzg0zfdhTowgIH/9J9cFeIMcCJypNzkJDKvvorAyZMI\n",
       "3nuv6HLIAXaGeOriRdElHQoDnIgcaeUrXwHAp2/aH3VgAP3/4T9A9vsx/9u/jey1a6JLOjAGOBE5\n",
       "Tub115G9fBnauXPQzp0TXQ45TODYMfR96lMAgNlnn3XsiWYMcCJyFLNSwdKXvwxIEuLPPMOnbzqQ\n",
       "4Llz6PnEJ2AUCpj53OdQWFwUXdK+McCJyFHW/vZvUZyfR8vjj0Pt7xddDjlY5OGH0fWRj6CSTmPm\n",
       "s59FaX1ddEn7wtPIiMgxiisrWPnLv4QSDqPj6afv+NqlL38ZABD/0Ie2/px84QV429pw7NOfvuXj\n",
       "O1+7/R760BC0M2fu+Lqdrwewdc3Epz8NADi2+b/WnwGgMD8Pf0/P1sesGiuZDCSPB61PPon4hz6E\n",
       "6x//OIDq/G1pbQ1GPg8A8Pf0oLS2hkomAwCQPJ6t+4186lOoZDJb11ivgWFAiUTgbWtDaW0NAN7w\n",
       "OUm+8MLWe8iqilPPPvuG2q1/4/Z/b/KFFwAA0be9bes12z++026f7zt9fPtrbvffYDurXuu9d7um\n",
       "9YknUEmnsfIXf4GZz30OR/7Lf4ESDN713nbAACciRzANAwu/93swi0XEP/YxeEKhO74+vdlhbP3Q\n",
       "Tl+8iEoqtRVk2z++87Xb71FaX0clnb7j63a+HsDWNfnp6Vtec8ufDeOWP1s1AoBZLCJ98WL1vQzj\n",
       "5rWb/3+3P5vF4tb9rPvsfI31sUoms/X3Oz8n1rUAUCkWd69989+4/d9rXZfe1t29/eM77fb5vtPH\n",
       "t79mLwG+9bnYfO/bXRN773tRTqWw/u1vY+Y3fqO68Yvff9f7i8YhdCJyhLW/+Rvo164hdP/9iLz1\n",
       "raLLIReRJAnxf/7Pq3unj41h7vOfh1kuiy7rrhjgRGR7+ugolv/8z6FEo+j+V/+KjWtUc5Iso+df\n",
       "/2sE770XmUuXsPClL8HcMXJhNwxwIrK14soKZp99FjBN9H7iE/BEIqJLIpeSPB70/fzPQz1+HMkX\n",
       "XsDSn/wJTNMUXdZtMcCJyLZK6+uY+dznUEmn0fUv/gWCXPNNdSb7/ej/xV+Er6cH63/3d1j44hdt\n",
       "O5zOACciWyqurGD6M59BcXERsaeeQuuTT4ouiZqEJxTCkf/8n6tP4s8/j6nPfGarY99OGOBEZDuZ\n",
       "K1cw+elPo7i0hNhTT6HjAx8QXRI1GU8kgiO/9EuIPPIIcmNjmPjv/x3JF16w1ZA6l5ERkW2Uk0ks\n",
       "f+UrSF64ACgKuj72MbS+852iy6ImJfv96PnkJ6GdPo2lL38Z81/4Ajb+/u/R8fTT0E6eFF0eA5yI\n",
       "xDJNE4WZGWxcuICNCxdgFovw9/ej++MfR+DYMdHlUZOTJAmtTz6J4PnzWPqjP0Lm0iVM/cqvIHDy\n",
       "JFre8Q6EH3xQ2MYvDHAiahijWERpbQ3lRALFpSXkJiehX7uG0uoqAMDT2orYBz+I1ne8A5KHP57I\n",
       "PnwdHej/hV+APjyMxDe/icylS8iNjWHhS1+Cv68PgcFBBI4dg7ejA95YDN7W1rp/De/r7qdPn/Z8\n",
       "5zvfqVctwqwsL2GtkN/XNRtrq0imdKja3n/zWl9dhqx4kNdTd3+xS6+xe315PYv57gLSu+waZVc/\n",
       "/uM/fhTA7PDw8IFbZev1vZ2fnMTSn/wJKroOo1gEKpU3vEZWVWinTiH84INQz56FrijQa3CwxJKu\n",
       "AwDU2dmtP5fyeUCWEZ6dveXjO1+7/R6lfB5eXb/j63a+HsDNazb/HLbqyG/7WWMYW/XsvH63e0CW\n",
       "b91VbeefN/8ufKdrdrt2x+dkew23rX2zvu3/3u3/37Lb31l2+3zf6ePbX3O7/wa3vHbHe+/lmrsK\n",
       "BiE9/TTUJ59E5tIlZIeGUJichDk6+oaXSh4PJJ8P3tZW9H7iE5A1bc9vs5fva2k/E/KnT58+CmBi\n",
       "zxcQUaNz9lPyAAAgAElEQVQcGx4enjzoxfzeJrKlO35f7/f5fhYAJ6WI7Oewjxb83iaynzt+X+/r\n",
       "CZyIiIjsgevAiYiIHIgBTkRE5EAMcCIiIgdigBMRETkQA5yIiMiBGOBEREQOxAAnIiJyIAY4ERGR\n",
       "Ax1kp3Xu/EJkL1KN7sPvbSL7uOv3NZ/AiYiIHIgBTkRE5EAMcCIiIgdigBMRETkQA7xJVcwKSkZJ\n",
       "dBlERHRAB+lCJwdbLazgd8e/gGl9CjJkPBn/CTzV8354Za/o0oiIaB8Och44l5o41Iw+g2dHfh16\n",
       "JYtutQeZcgbpcgonQ4P41KlfhCIpokukg+EyMiL3uev3NZ/Am0TFLOMPJ78EvZLFk50/gfMt96No\n",
       "FPHcwjcxlhnFcwvfxE/1vFd0mUREtEcM8Cbx3aVvYz43h3si9+J8y/0AAJ/sw7u7fhJ/NPWHeG7h\n",
       "r3E+eh8GgkcEV0pEt2MYBtLp9L6vC4fDkGW2PLkNA7wJ6GUd31z4BgJKAI91PH7Lx/yKinfF342/\n",
       "nPtz/PX8X+HfDv68oCqJ6G7S6TSG/mEcwWBoz9dksxmc+bHjiEajdayMRGCAN4EXE8+jaBTx9vYf\n",
       "g6oE3vDxgeARdKs9uJK6jFl9Bn1av4AqiWgvgsEQIqGI6DLIBjim4nKGaeD7y9+FR/Lg3uj5277u\n",
       "LbFHAQB/s/itRpVGRESHwAB3uavJy1grJnA6fHbXp2/LEe0o2n3t+NH6q0iVUg2skIiIDoIB7nIX\n",
       "114CgK3GtduRJAn3RM/DgIFXNq8hIiL7YoC7WNEo4nLydUS9UXT6O+/6+lPhM5Ah4weJFxtQHRER\n",
       "HQYD3MWup66iaBRxMnQKknT3vT40j4YjwWOYy81iVp9pQIVERHRQDHAXe239VQDAYPjUnq85GzkH\n",
       "APjh+sW61ERERLXBAHepilnG5Y1LCHvC6PTH93zd0eAxKJKCSxs/qmN1RER0WAxwl5rITCBv5HEs\n",
       "eGJPw+cWr+zFgHYUS/lFLOeX6lghEREdBgPcpYbS1wDgQFujngidAAC8vnGppjUREVHtMMBdaih1\n",
       "HRIk9AX2v6vasWA1wC9tvFbrsoiIqEYY4C6Uq+iYyk4irnbBr/j3fb3m0dCt9mAiO45sOVuHComI\n",
       "6LAY4C40kh6GAQMD2sFPFjsSPAoTJobTQzWsjIiIaoUB7kIj6WEAOFyAa0cBAEOpa7UoiYiIaowB\n",
       "7kJj6VHIUBBXuw58j041Dr/sx7XkVZimWcPqiIioFhjgLpOv5DGfm0NcjcMjH/y0WFmS0a8NYL20\n",
       "hpXCcg0rJCKiWmCAu8xkdgIGDPQEeg99r4HNYfTrHEYnIrKdgz+ikS3dyIwBAHoCPYe+V79WXYI2\n",
       "mhnBOzqfOPT9iKh+kvNZLF5fQ7lQgS/oRc+9MQRjquiyqI4Y4C4zvhng3TUI8Ki3BZoSxFh6BKZp\n",
       "7mtHNyJqnIVra1gdS0KSJfiCHuSTRYw/v4De+2KQ2wwkk8l93zMcDkOWOUhrZwxwFzFMAxPZcbR4\n",
       "WxFQtEPfT5Ik9Gl9GEkPY7mwjLi69z3ViagxkgtZrI4l4Q95MfBwJ9SwD9m1PKZeXsL85QTCZz1Y\n",
       "X19DLFbY8z2z2QzO/NhxRKPROlZOh8UAd5HF/AIKRgHHQydrds/eQDXAxzIjDHAimynly5i7tApJ\n",
       "lrbCGwCCbSoGHurExIuLyIyV0f6AhkgoIrhaqjWOj7jIVHYSAA61fGyn3kAfgOrSNCKyl5WxJCpF\n",
       "A11nW7fC2xLqCKDjZBRGEdAXy4IqpHpigLvItD4FoLYB3uaLQZVVjKZHanZPIjq8cqGCtak0vAEF\n",
       "bcd2f7ruGIxCUoDsXAmVYqXBFVK9McBdZDI7ARky2n3tNbunJEnoDfRhvbSGRCFRs/sS0eGsjidh\n",
       "Vky0n4hClndvMFW8CtQeBWYFWB1PNbhCqjcGuEuUjTLmcrNo97cfagOX3fRo1WH0GxkOoxPZgWGY\n",
       "WJtMQ/HJaBsI3/G1aqcMSQHWptIwDe6q6CYMcJeYy82iYlYQV7trfu+teXAGOJEtpJd0VEoGWvtC\n",
       "kD13/jEuKRLUDg/KhQpSi3qDKqRGYIC7xM3579p3inf4O+CVfJwHJ7KJjdkMAKClP7Sn12vx6qhc\n",
       "YpLD6G7CAHcJK8A7a9jAZpElGT2BHiwXlpAq8QcAkUiVkoH0og5/2As14rv7BQA8moxgTEV2NY9i\n",
       "tlTnCqlRGOAuMaNPQ4aCNl9bXe7fq3EYncgO9JUiTBNo7Qvta3fElr7q03pyPluv0qjBGOAuUDHL\n",
       "WMjNI+aPQZGUurwH14MT2UNutQgAiPYE93VdpFuDJAEbcwxwt2CAu8BSfglls4xOf2fd3qPTH4cM\n",
       "BePZsbq9BxHdWaVkIL9Wgj/shS/o3de1Hp+CUGcA+VQR+XSxThVSIzHAXWBWnwEAdNQxwD2yB3G1\n",
       "E3P6LPKVfN3eh4huLzmdhWkA4fjBzjpo6eUwupswwF1gNlcN8Ha1o67v0xPohQFja8tWImqstfFq\n",
       "93nkgAEejleH0bmczB0Y4C4wo08DqO8TOHDziFIOoxM1nmmaWB/PQPZI0Fr9B7qH4pURbA8gnyyi\n",
       "lOP+6E7HAHc40zQxq88g6o3CJ+9tSclBdau9AIAbGQY4UaPpa3kU0mWobV5It9k6dS8iXdWndz6F\n",
       "Ox8D3OE2ShvQK3rdn74BQPNoiHpbMJEZh2EadX8/IrrJ2stcbd1f89pO4XgAAJBaYoA7HQPc4Rbz\n",
       "8wCAWA0PMLmTnkAv8kYeC7n5hrwfEVUlxpMADh/gPq26AUx2NYdKmb+IOxkD3OGsIG3zxxryfj2b\n",
       "8+A3OA9O1DCmaSIxkYIv5IEncPgf2+F4AKYBZBNcUeJkDHCHW8gvAABivgYF+OY8+HjmRkPej4iA\n",
       "zHIOxWwZ0YHgvnZfu51Qe3UYPbOSO/S9SBwGuMPN5+YgQ0aLr7Uh79fqa4NfVjHORjaihlmdqM5/\n",
       "t/QfbPnYTlqbCkmRGOAOxwB3MNM0sZhbQNTXUrctVHeSJAndajcSxQSSpY2GvCdRs1ufSgMAIjUK\n",
       "cFmREGxTUUiXUMpzOZlTMcAdLFnaQN7IN6yBzdKjWcvJOIxO1Ajr02n4gl6o0cM1sG0X6uAwutMx\n",
       "wB1sYbMDvV4nkN3OzXlwDqMT1Vtuo4B8qojWgf2dPnY3DHDnY4A72EJus4HN39gn8LgahwyZjWxE\n",
       "DbA+XR0+bzsSrul91YgXHr+CzEoepmnW9N7UGAxwB7v5BN6YDnSLR/aiQ+3EjD6NolFo6HsTNZu1\n",
       "zQBv7a9tgEuShFC7inKhgkK6VNN7U2MwwB1sPjcPCRJaG9SBvp11sMkkDzYhqqv16TRkj4TIPs//\n",
       "3gtrGD3NYXRHYoA7VLUDfR4t3taGdaBvx/XgRPVXKVaQXtIR7QlB8dT+xzXnwZ2NAe5QyVKy2oHe\n",
       "oB3Ydto6mYyNbER1k1yonv/d0lf7p28A8AY88Ie9yCbyMCqcB3caBrhDiZr/tgQ9QUS8UYxnb/Bg\n",
       "E6I62ZjLAgBaekN1e49QewBmxYS+zm1VnYYB7lDWHuiinsABoEftQa6Sw2J+UVgNRG6WnM0AAFr6\n",
       "6hngKgAgu8oAdxoGuENtHWLS4E1ctusJcD04UT1tzGbg1TwItPrr9h7B2GaA82ATx2GAO9R8fg4S\n",
       "JLR4W4TV0B1gIxtRvRT1EvT1Alp6a3OAye0oPgVq1Ad9LQ+Dx4s6CgPcgaw90Fu8rfDIHmF1xHwx\n",
       "+GU/jxYlqoNGzH9bQu0BmCagr3NfBydhgDuQ1YHeqDPAb0eSJHSp3VgtrCBVSgmthchtknPV+e9o\n",
       "Hee/LcHNefDMKpeTOQkD3IEWNzvQG3UG+J30cBidqC5SCzoAINpdnyVk2wVjKiABGTayOQoD3IFu\n",
       "7oEuPsC31oNzGJ2oplKLWXi16jrtelM8MgItfuQ2CqhwHtwxGOAONJ+bAyBuDfh2XWo3JEh8Aieq\n",
       "oXKhAn2tgEiXVtcGtu1C7SpgshvdSRjgDrSQn9/sQG/8Hug7eWUvOvwdmNanUDSKosshcoXUUnX4\n",
       "PNJV/+FzS6i9uq0q14M7BwPcYUzTxEJuHi3eFqEd6Nv1BPpQMSuYzk6JLoXIFdKL1Q70SJfWsPfU\n",
       "Wv2QJDayOQkD3GFSZasDXdwGLjv1cB6cqKasBrZGBrjskaG1qcgni6iUOA/uBAxwh9naQtUG898W\n",
       "a0OXG5wHJ6qJ1KIOSZG2TgtrFGtXtsJGuaHvSwfDAHeYhXy1A90ODWyWkCeEsCeM8cwNmCZPNCI6\n",
       "DNMwkV7SEe4IQK7DEaJ3Yq0Hz6+XGvq+dDAMcIexwyEmu+kJ9EKvZLFU4MEmRIeRTeRRKRkIN3D4\n",
       "3KK1qpBkiQHuEAxwh5nPzdmmA3077otOVBupxcZ3oFtkRYLW5kcpW0FJ5zC63THAHcQ0TSzmF2zV\n",
       "gW6xGtlu8GQyokNJWR3o3Y1/AgduLidLzuhC3p/2jgHuIKlyErlKTvge6LuJ+drhk308WpTokG4+\n",
       "gYsJcGsefGM6K+T9ae8Y4A6ytYWqwDPAb0eWZHSp3VguLCNdSosuh8ix0os61IgPPq3+W6juRmvx\n",
       "Q1L4BO4E9hqHpTta2DzExE4d6Nv1BHoxrU9hPHsD97c8ILocIlszDAPp9K2/7JZyZeRTRbQeCyKZ\n",
       "TL7hmmQyCaPOKz0kWYK/xYtcooh8qgg14qvr+9HBMcAdZHHzCdyOQ+gA0K1ubuiSGWOAE91FOp3G\n",
       "0D+MIxi8eVxobq3a/V0xDMy8uvyGa5aWFxANtwDhaF1rU1u8yCdKSEyk0Hu//Ub8qIoB7iBWB3qr\n",
       "zTrQLV2BbsiQMZoeEV0KkSMEgyFEQpGtPxeWqk/d0fYQIqE3ngOezjRmekptrQ7fJyaSDHAb4xy4\n",
       "Q5imiYX8PKI27EC3+GQfOtU4ZvRp5CrcT5lov/LJ6oFAgajYYWtfWIHil5EYTwmtg+6MAe4QqXIK\n",
       "uUrOdhu47NSvDcCAgRuZUdGlEDlOPlWEpEjwBcU0sFkkSUK0T4O+XoC+URBaC90eA9whrB3Y7NrA\n",
       "ZukL9AMARtLDgishchbDMFFIV5vGGnUG+J1EB6obySTG39hMR/bAAHeIxby1hMzeAd4d6IEMGSMp\n",
       "BjjRfhTSRZgmELBJ13fLQHUdemKCw+h2xQB3iK0ncBsdI7obr+xFl9qN2dwM9DI3giDaq3yqOv9t\n",
       "l2VbWrsfXs2DxHiKhxTZFAPcIRby87buQN+uT+uHCROjnAcn2rPcZgObKriBzSJJEmLHIsinitDX\n",
       "OA9uRwxwBzBNEws5e3egb9evDQAARjkPTrRndnsCB4DYseoSN86D2xMD3AFS5RT0im77+W9Ll9oN\n",
       "RVLYyEa0R6ZpIp8qwqd5oDT4DPA7aT9e3TCG8+D2ZJ+vFLotu+/AtpNH9qBb7cFcbhaZckZ0OUS2\n",
       "V85XUCkathk+twTbVfhDXiQmOA9uRwxwB7D7Hui76dOqy8nGuCsb0V3lbDh8DtycBy9kSsiscHMm\n",
       "u2GAO8DWKWQOeQIHbgY4h9GJ7s4uO7DtJsZhdNtigDvAQt7aA71NdCl71qV2wyN5MJIeEl0Kke3Z\n",
       "sYHNEjtuNbIxwO2GAW5zVgd6xBt1RAe6RZEUdAd6sZBfQLrEb3yiO8kli5C9MrwB+32Pa61+BKK+\n",
       "6jy4wXlwO2GA21y6nIZe0dHus/cGLrvp3xpG5zw40e0YZQPFbAkBm2yhupMkSYgdj6CUKyO1pIsu\n",
       "h7ZhgNvcotXA5qD5bwv3RSe6u3zavsPnlvYTLQCA1dENwZXQdgxwm5t3yCEmu+lU4/BKXs6DE91B\n",
       "3mY7sO2m/WQUkIDlMW7oYicMcJtzYge6RZEU9AR6sVxYwkaRv7kT7cZaQmaXQ0x24w96Ee0JYn0q\n",
       "jXKhIroc2sQAt7nFrT3QndOBvt3WtqoZDqMT7SafLAIS4A+LPQP8bjoGW2AaJlZv8CncLhjgNmaa\n",
       "JuYd2IG+nRXgwykOoxPtZG2h6g95ISv2/nHcMVidB18Z42iaXdj7K6bJZcpp6JWsY/ZA3027vwN+\n",
       "2Y9hzoMTvUE5Z8ComLYePre09IbgURWsjG5wW1WbYIDbmLWFaszmZ4DfiSzJ6NP6sVZMYLWwKroc\n",
       "IlspZsoA7N3AZpEVCR0noshtFJFdzYsuh8AAtzWrA93JT+AA0B+oDqOzG53oVqVMtSHMzkvIttsa\n",
       "RudyMltggNvYfG4OgLOfwAGgz5oHZ4AT3WLrCTziF1zJ3jDA7YUBbmPzuTnIkNHqc2YHuqXN1wZN\n",
       "0TCcGuLcGdE2xXQFHr8Cr6qILmVP1IgP4biGxGQKlSKXk4nGALcpaw/0Fl8LFMkZ39y3I0kS+rUB\n",
       "pMspLOYXRJdDZAvlfAWVguGY4XNLx2AURtlEYpJnHIjGALepjdI68kYeMQfugb4bDqMT3Sq7Um0E\n",
       "c0ID23Y3h9G5Hlw0BrhNuWX+22KtBx/henAiAEBmuQDA3juw7aZtIAzFJ3Me3AYY4DZ1swPdHQEe\n",
       "9UYR8UQwkhmGYRqiyyESzqlP4LJHRvvxKLKJPPQ1LicTiQFuUws5568B36lPG0CuksNsbkZ0KUTC\n",
       "ZVcKgFzdZ9xprGH0ZT6FC8UAt6n53BwUSUHUGxVdSs3cHEbnvujU3IyKAX21AF9QgSTb7wzwu+kY\n",
       "rP5c4jC6WAxwGzJMAwv5ebT5YpAl9/wn6teq54MPp68LroRIrOxqHmbFhC/kzDMOtFYVwXYVifEU\n",
       "KmVOiYninnRwkdXCCspmGe0uGj4HgKAnhFZfG8YyoygbZdHlEAmTWtQBAN6Qc5eIdp5qQaVkYI3L\n",
       "yYRhgNuQ2xrYtusPDKBoFDGlT4ouhUiY1EIWABz7BA5wVzY7YIDb0ELeXUvIttuaB+d6cGpi1hO4\n",
       "L+zcJ/C2oxEoXhnLIwxwURjgNmQ9gbc5/BCT3fRpfQCAIa4HpyZlmiaSC1moUS9kj3N/BCseGbHj\n",
       "UWRXuZxMFOd+9bjYfG4OXsmLsCcsupSaU5UAOvydmMjeQNEoii6HqOHyqSJKehnBTlV0KYfWeYrL\n",
       "yURigNtMyShhOb+EmL8dkuS85SV70a8NoGJWMJ65IboUooZLzVfnv0Nx5wd4x2aAr3AYXQjndlC4\n",
       "1HJhCQYM13Wgb9evDeDV9VcwnB7CmchZ0eUQNVRyoTr/HexUkd3QBVezO8MwkEzuYa9zCdBiPqyO\n",
       "J7GeWEe0NQpZ5nNhozDAbWZWr+5S1u7rEFxJ/fQEeiFDxnDqOtD706LLIWooqwM91Om3bYBn9SzW\n",
       "X15DLFa462s9mgwjYeLKt8Zx33tPIhp1z+ZTdscAt5lZfRYA0KF2Cq6kfnyyD3G1C9P6FHIVHQFF\n",
       "E10SUcOkFrPwBb3wBu394zeoBREJRe76OrnPi9TMIsysczvqnYpjHTYzq08DANr97n0CB6rD6CZM\n",
       "jKXHRJdC1DBFvYzcRhHRbs01PS5aTIWsSMgl2JTaaAxwGzFNEzO5GUS9LfDJzjqhaL/6NrdV5Xpw\n",
       "aiapxerweaQ7KLiS2pFlCaGOAMo5A7l1hngjMcBtZK24hlxFR6ffvcPnlm61B4qkYJgBTk3Emv92\n",
       "U4ADQLgzAABYn8gIrqS5MMBtxDpm083z3xaP7EGP2ou53Cwy5bTocogaIjlfbVqL9rir7yMUr/57\n",
       "1scZ4I3EALcRa/67owmewIHq+eAAMJLm8aLUHFILWSg+GVqr89eAb+cLeOANKkjO6qgUK6LLaRoM\n",
       "cBuxlpA1S4BvHS/K88GpCVSKFWRWc4h0BR15BvjdBGJeGGUTCZ5O1jAMcBuZ0WcQUDQEPe6aH7ud\n",
       "uNoFr+TFCM8HpyaQWtIBE4h0u2v43BKIVRtvebhJ4zDAbSJbzmK9tNYUDWwWWZLRG+jDcmEZG0V+\n",
       "05O7WSeQRV3WwGbxRz1QfDJWRjZgmqbocpoCA9wmtobPm6CBbTtrOdlYZkRwJUT15dYOdIskS2g5\n",
       "EoS+XkA2wdPJGoEBbhNbHehN9AQOAL1b68E5D07utjGXheyRtpZcuVHr8RAAHm7SKAxwm5hpsg50\n",
       "S6e/E17Jh1EGOLlYpWQgvagj0h109Bngd9N6tDq6wONFG8O9X0kOM6vPwCt50eJtEV1KQ1XnwXs5\n",
       "D06ullrIwjRMtPSGRJdSV/6wF5EuDWsTKZS5nKzuGOA2UDSKWMovot3f4Zr9kffDmgcfzfApnNxp\n",
       "Y666wUlLn7sDHAA6BltgVEwkJricrN4Y4DawkJuHAaPphs8tWwGeZiMbudPGbDXAo73ubGDbrvNU\n",
       "dRSRy8nqjwFuA1P6JACgs8k60C0d/k74ZB8b2ci1Nmaz8KgKgm3u2oFtNy39YXhUhcvJGoABbgNT\n",
       "2UkAQJfaLbYQQWRJRk+gDyuFZWwU10WXQ1RTRb0MfS2Plt6QK3dg20lWJHSciCK3UUBmhcvJ6okB\n",
       "bgOT2Ql4JS9afW2iSxGmP2AtJ+MwOrlLsonmvy0dm8PoK+xGryuP6AKaXa6Sw1J+ET2BXshS8/4+\n",
       "1butke0tsUcEV0NUO9b8d4vL578Nw0AymQQA+OPVn2ULQ6uI3XvnrWPD4TBkuXl/9h0GA1ywGX0K\n",
       "JsymHT63dPg74JO5Hpzcx+pAj7r8CTyrZ7H+8hpisQIAwBtSkJzOYuriEmRl96mDbDaDMz92HNFo\n",
       "tJGlugYDXDBr/juudoktRDBrX/SJ7DjWi+to9bWKLono0EzTRHIuCzXqgxr2iS6n7oJaEJFQBACQ\n",
       "jZexeiMJpeBFuNOdB7iIxnELwSa3GtiaO8CB7cvJ+BRO7pBPFlHIlFy/gcturC1j08s5wZW4FwNc\n",
       "INM0MZ4Zg6YEEfKERZcjXF+A68HJXbbmv10+fL4brU2FpEjIMMDrhgEuUKKYQKqcQk+gtyl3YNup\n",
       "3d8Bv+zHcHpIdClENXFzBzZ3N7DtRlYkhNpVFDIlFPWy6HJciQEu0HhmDADQHegRXIk9WOvBE8VV\n",
       "rBUTosshOrT1mQwgAdGe5nsCB4BQR3UYPbOiC67EnRjgAt3I3AAA9KgMcAu3VSW3qJQMJGcziHRp\n",
       "8PgV0eUIYTWvcR68PhjgAo1nRuGRPOho0i1Ud9MX6APAACfnS85nYVRMtB2JiC5FGF/QA6/mQWYl\n",
       "D9Pgtqq1xgAXRC/rWMgvIK52QZGa87fz3Vjz4COcByeHW5+qnsbVOtC8DaqSJCHcGYBRNqCvF0SX\n",
       "4zpcBy7IRHYcJkz0BHpFl2Ir1jz4RPYGEoUEYv6Y6JKI7sowDKTT6Vv+bnm8uq+/p9Xc2qFsu2Qy\n",
       "CaMJDvsIdwSwNplGeiWHYMz9h7k0EgNcEGutc+/mkDHd1K/1YyJ7A2OZEcT8bxVdDtFdpdNpDP3D\n",
       "OILBarOaaZrYmMrCo8pYHt39gJ6l5QVEwy1A2N27kAXbA4AEZJZ14Aw3aKolBrggw+khyJD5BL6L\n",
       "vq2DTYbxSIwBTs4QDIa2diHLp4owymuIdGlbf7dTOpPe9e/dRvHKCLapyCbyKBcqTdvQVw+cAxcg\n",
       "V9Exo0+jS+2GV/aKLsd2bs6Dc0c2cqZMonqMZjAWEFyJPYQ6reVk7EavJQa4AGPpUZgwt5ZM0a0k\n",
       "SUJvoA9rxQQShVXR5RDtW3a1GlShds75AtxWtV4Y4AJYO431awOCK7Gvvs3PzWiGy8nIWUzTRHY1\n",
       "D2+guoSKADXig8cnI7OSg9kEjXuNwgAXYDh1HYqkNP0RonfSp3E9ODlTPlVEpWQg1K5yi+RNkiQh\n",
       "1BlAuVBBPlUUXY5rMMAbbL24jvn8PPoC/fDI/O38dtp9HfDLKteDk+NkVjfnvzl8fovQ5q5sPNyk\n",
       "dhjgDXYteQUAcDR4THAl9iZJEvoCfVgrrnEenBwlu2LNf7OBbbvw5r7oaTay1QwDvMGuJC8DYIDv\n",
       "hdXkN8JhdHIIo2Igk8jDH/bCG+AI23Yev4JA1Ac9kUelbIguxxUY4A1UMkoYSl9Di7cVLT5uaHA3\n",
       "vVsHm3A5GTlDNpGHWTG3njbpVqHOAEwTyG5OM9DhMMAbaCwziqJR5NP3HrX72qHKKkbSw+xcJUew\n",
       "lkmF45rgSuzp5nIyHi9aCwzwBvrR+qsAgOOhE4IrcQZrPfh6aQ0Jng9ODpBZzkFWJGhtbGDbjdaq\n",
       "QvZIbGSrEQZ4g1TMCn608SoCisb9z/ehj8Po5BClXAWFTAnB9gBkhcvHdiPJEkLtART1MgqZkuhy\n",
       "HI8B3iCj6RFkyhmcDA1Clvhp36ubjWwMcLK33Ep1fXM4zvnvO+G2qrXDJGmQV9dfAQCcCp8WXImz\n",
       "xHztUOUAhtNDnAcnW9M3AzzSFRRcib1xW9XaYYA3QMko4bX1H0JTNJ4+tk+SJGEgOIBkaQML+XnR\n",
       "5RDtqpgto5AsIxhT4VV52tad+DQvfEEvsqs5mAZ/KT8MBngDXNp4DXpFx9nIOQ6fH4DVtX91cxMc\n",
       "IrtJjFaPBo10s/t8L8KdARgVE4VkWXQpjsY0aYDnV/8BAHBP9LzgSpxpQDsK4OYudkR2szqSAsDh\n",
       "872y5sFzCe6LfhgM8DpbKSxjJD2M3kAfWn1tostxpKAniE5/J25kx5CrcN6M7CWXLCA5rcMf9cDH\n",
       "08f2JBRTIckScmvsRD8MfrXV2feWvgsAuDd6n+BKnO1o8DiWC8sYTg3hgdY3iS6HHOLihVfhlb37\n",
       "ukaN+HDmvr03m879qLpXf7DLv6/3aWayR0awzY/Mah7FTAmIiq7ImRjgdZQupfDC6j8g7AljMHxK\n",
       "dDmOdjR4DC+v/QDXUlcY4LRniuFBW6BzX9eki+t7fq1pmpj90Qpkj4Rg3Lff8ppaqFNDZjWP9cks\n",
       "OnrbRZfjSBxCr6PvLX8HJbOEh9oehiKxM/Uw4moX/LKKq8nLXE5GtrE+k0F2NY+2k2HIHv443Q9r\n",
       "vfzajYzgSpyLX3F1kiwl8f3l7yKgaLgncq/ochxPlmQc0Y5gg8vJyEYmX1wEAHTd1yK4Eufxh7zw\n",
       "aDLWJzKolHg62UEwwOvka7N/gYJRwKOxt8Gzzzk42t3REJeTkX3kkgUsXksgHNcQ7efysf2SJAla\n",
       "u/RZIg0AABd5SURBVA9G2cTK2IbochyJAV4HY5lRvLT2Ijr8nbiXS8dqxlpOxgAnO5h6aQmmARx7\n",
       "WxckiXufH4TWUe0bWLq+JrgSZ2KA11i2nMXvj38REiS8s/NJbtxSQ9XlZHHcyIxCL2dFl0NNrJAt\n",
       "YerlJfhDXvScZwPWQfkiHvhCHiwNrcOocBh9v5guNVQxK/iDiS9hvbSOR2Jv5bapdXAiNAgDBi4n\n",
       "XxddCjWxGxfmUC5UcOIdvVC8/DF6UJIkIXYyjFKugrXJtOhyHIdfeTVimAb+z+Tv42rqMga0I3i4\n",
       "7RHRJbnSYHgQwM2z1YkaTd8oYOrlJQRafBh48/6WqNEbxQbDAIBFDqPvGwO8BnKVHH7nxm/h4tpL\n",
       "6FK78VM97+PQeZ20+trQ5mvDtdRV5Ct50eVQkzFNE1f+ahxG2cSpH++HwqVjhxbp0+ANeLB0fZ2H\n",
       "m+wTv/oO6WryCj5z7f/H68lL6A8M4J/2fgA+mRs61NPJ0CmUzTKupdjMRo0196NVrIwm0X4yit77\n",
       "OfddC7IiIX6mBflUEcl59rbsBwP8gBKFVXzhxufx+bFnkSgm8FDrw/infR+AX+F2ivV2cnMY/ZW1\n",
       "i4IroWaSWtRx5RsTUHwyzr/vGDvPayh+tnpOxMLVhOBKnIVbqe5T0Sjgbxf/Bn+3+BzKZhk9ag/e\n",
       "Gf8JdPg7RJfWNNp9HWjzteFK8nXoZR2ah2twqb7y6SJe+eNhVIoGHvzgILRWVXRJrtJxsgUeVcH8\n",
       "6wmcedcAJJm/HO0Fn8D34bX1H+L/u/LL+NbCN+CT/Xh313vws/0fYng3mCRJOB0+h4pZwY822MxG\n",
       "9aWv5/HiF68ht1HA4BN96L43Jrok11G8MrrOtSGfKmJtKiW6HMdggO9B0Sjg/0z+Pr44/ttIlVJ4\n",
       "c9tb8NFjH8eZyDkOowlyJnIGAPBy4iXBlZCbLY+s4/nfvgJ9LY+T7+jF4BNcGlovVk/B3CUOo+8V\n",
       "h9DvIlPO4POjz2JKn0SnvxM/2f0UWn2tostqehFvFN1qD8YyI1gtrKLdz4Yiqp1sIofhb89g4coa\n",
       "ZEXCPU8dxdFHukSX5WqxoxGoER8WriZwz08d5fr6PeBn6A4y5TR+Y/izmNIncTZyDk/3P8PwtpHz\n",
       "LffBhIkXV/9RdCnkEqV8GYlLOv7+2dexcGUN0d4g3vaJexneDSDJEnrvb0c5X8HiNa4J3wsG+G0U\n",
       "jSL+99hvYjG/gAda3oR3xX8SHpkDFnYyGDoFv+zH86v/iIpZFl0OOVi5WA2N4e/MIj1ZhNbqx4Mf\n",
       "HMTbP3Evot1B0eU1jf6HqhvjTP9wWXAlzsBE2oVpmvjjyT/ERHYcp8Nn8XjHE5zrtiGP7MWZyDlc\n",
       "2ngNlzdexwOtD4ouiRzGNE2sTaaxeH0dRtmAR1UQvdeHt/z0ecgKn28aLRhTETsWQWIihWwih2As\n",
       "ILokW+NX6C5eTDyPV9ZfRpfajXd1vZvhbWPno/cDAL6z9G3BlZDTlIsVTL64iPnLCUgS0HVPG07/\n",
       "eB/CR/0Mb4H6N7ennbrIp/C74VfpDsv5ZfzZ9J/AL/vxnu6noEiK6JLoDmL+GI5qxzCeHcN45obo\n",
       "csghCpkiblyYR2Y1j3A8gMEnetFxIvr/2rvz4Djr84Dj33dXe+jYlVaSdVqWZFl+LXzhE+ODyyY2\n",
       "BAJOSFqGktImM0kzk0nazGSatsO0ac42TAlHSHM0XDEFEhKaBLCD8YXjg4CNjSz9JF+6LK2u1bna\n",
       "e/uH1q1LbZBk7b57PJ8ZZiysfZ/H0j77vOfzk8adBMquKcSWZ6Hj7V5C/rDR6SQ1ebdeIhqN8lz7\n",
       "swSjQW4u2YLT4jQ6JTEFqwrXAPB6z06DMxGpwD8W5OzBHgLeEHMWFlC9thSLXa4mJgtzlonqtaWE\n",
       "fGE63pGj8A8iDfwSRwcP0zLaTE1OLQsdutHpiCmqzJ5Lqa2Md4eP0+FtNzodkcSCvhDnDnUT8ocp\n",
       "X1JI2SKXXCJLQtVrSzFlaZw71EMkLAucXIk08JhAxM+vO39JlpbFzaVbpKhTiKZpXF+8AYCXu14y\n",
       "OBuRrCLhKG1v9RKcCFO6yEXx/HyjUxJXYM21MHfFHCY8fi6c6Dc6naQlDTxmj/sNRkIjrHCtklPn\n",
       "Kag6t4aq7Hk0jZyieaTJ6HREEupuHGDC46egMpc59dK8k92CGyoxmTVa93QSCUeMTicpSQNnctra\n",
       "zp5XsZvsrHKtMTodMUMb5twAwAvtOwhGggZnI5LJSI+XwfOj2BwWKq8tljNsKSC7wEbV6hK8Hj+d\n",
       "x/qMTicpSQMHdna/ij/iY23ROlkONIWV2ktZXrACt9/Na92vGJ2OSBKhQJiu431oJqhaWSJ3mqeQ\n",
       "BTdUYraYUK93EpyQYU3vl/Hv5AH/APv63sCR5fifZ4pF6lpfvJG8LAe7el7lzNhpo9MRSaDn1CCh\n",
       "QIRS3UV2vtXodMQ02J1WFtxYSWA8SMsbnUank3QyvoG/0v0bwtEw64s3yqjUNGA1WdladhtRovzk\n",
       "zA8ZDg4bnZIwkN8TxtM+ht1ppbhOrnunotoN5eQW2Tl/pAdPx6jR6SSVjO5Y/f5+jg4cptBaiO5o\n",
       "MDodMUvm5lSxoXgTb/bv5wetj/Bl/Stkm3OMTkskWDQSZaQ1AEDlsiI004df945EIoxOjDI8PL0d\n",
       "v+HhYSJRedxpuiKRyJR+1rWbS3jvhXbeeb6F5ffXYLaaMJmmd/zpcDim/Zpkl9EN/Pc9O4kQYU3h\n",
       "OrmpJc2sdK3GE/DQOHKSx1sf4QsLvkhOlixKkUkunBwgNBqloDKXnEL7lF4z5h2jt8VDXnR6A0Tc\n",
       "vd3kOwrAIUf50zHuHcdzdJCiIv+Hfq+z2s5Im4+3nm4mu8ZEcfHUlxAeHx9j0ab55Oen1+8nYxv4\n",
       "UGCIQwNv4rTky9CWNKRpGreUbiEUDaJGm/le83f4/IIvUmIvMTo1kQDhYAT1ejtoUNowvSWAc+w5\n",
       "OPOm9yjp6Jic2p2p3JzcKf2885Y6ODfajXfQT3QgC2eNPO6bXucTpmG3exfhaJg1hWsxaRn7Y0hr\n",
       "Js3ER8puY6VrFW6/m283fZ2DfQeIyqnOtNd21M3EUIDcqiysORaj0xGzwGTSqF5TiskG3q4QbuXJ\n",
       "+FrOyM41FhrlQN8+8rLyaHAuNjodEUcmzcSmOTextex2QGNH+zM8cfpRhgJDRqcm4iQ4EeL0vk6y\n",
       "7GbyaqR5p5MsmxnHIgtmm0avGuLCyQEikcxt4hnZwPe4dxOMBlnlWiOrjWWIRc4G/qz601TlVNM4\n",
       "8h7/3PggB/vlaDwdnd7fRXAiPDnJyyL3tqQbs03DtdiGzWFh8Pwo5w524x/LzMFNGdfAvSEve3vf\n",
       "INucw+L8pUanIxLIYXGyvfIT3FKyhQgRdrQ9w/dbHqLX5zY6NTFLJob8nD/cgz3fSs26MqPTEXFi\n",
       "tpmo21RBfmUuXo+f1r2duJs9GTdyNeMa+P6+PfgiPla6VmExyem1TKNpGksLlnN/9QPMz62jdayF\n",
       "b576J3b1vEokmlnFn47U7g4ioSj65irMloz7eMso5iwTVSvnMG91CWarmd6WIVr3djHi9mbMmbWM\n",
       "eof7w352u1/HZrLJ1LUMl2dxcEfFXdxefidWk5WXu37Fo60PMxocMTo1MUMj3eN0vduPozSHyuVT\n",
       "f8RIpC5N08ivyGXhLXMpmu8k4A3RdsTN+SNufKMBo9OLu4xq4Pv79uINj7O8YIXMPBdomka9YyH3\n",
       "1zxAbW4dLaPNfLfpm1yY6DI6NTEDzbvaIQoNW+dNaWiLSB/mLBMVS4qov7GSvDl2xnonaN3bxYX3\n",
       "BggHwkanFzcZ08B9YR+7el7DarKy0rXK6HREErGbs7mz4i6uL9qAJ+jhoebvyhz1FNN/Zpi+08MU\n",
       "zXdSvCC9hnWIqbM7J+99qF5bgjU7i4GzI7Ts7cLnSc+b3DKmge/r3YM3PM5K12ps5qlNZRKZQ9M0\n",
       "1hatY1vZ7QQiAR5r/T5nx84YnZaYgmgkStPONgAatlbLVMUMp2kazrJc6m+eS+miAkL+MO5jI7S9\n",
       "2UsknF7XxjOigU+EJ/i9eyc2k41rC1YanY5IYrqzgW3lHyUUCfJo68PSxFPAhZMDjHR7qVhWRH6F\n",
       "jMsVk0xmjZKFLuo2lGO2m+g4PMCRp5rSalnSjGjge3t3MxH2sqpwjVz7Fh+q3rHw/zTx8+PnjE5J\n",
       "XMHkyNQOTGYNfUuV0emIJJRTaKdiTT5F9Q4Gz41w6Ken8I2kxw1uad/AvSEvr/fswm7OZnnBCqPT\n",
       "ESniYhMPRgI83voIPb5uo1MSl3H2zQtMDPmpvq6MHJdcGhOXZ7KYWHRnJdXXlTLq9vKHH73HaO+E\n",
       "0WldtbRv4K/1vIIv4mO1aw1Wk9XodEQKqXcs5JbSW/GGx3m05WE8gUGjUxKX8Hp8nN7fhS3PQv3N\n",
       "lUanI5KcZtJY/NEa9C1VTAwHOPTTRka6x41O66qkdQPv8/eyt3c3jiyHHH2LGVmSv5QNxZsYCnp4\n",
       "rPVhxkJjRqckYhp/10YkFKVhWzUWe8YurCimQdM0FtxYydK7aglOhDj8syaGL6RuE0/rBv5Sxy8I\n",
       "R8NsnHMDWSYpcDEzq1xrWOFaRY+vhydaH8Uf/vC1i0V8uZs99CoPhbVOKpYVGZ2OSDHzVpey7O75\n",
       "BH0hDv/sFENdqbljnrYN/N2h45wYPk6FvZL6PFnvW8ycpmlsKr6RRY4GznvP8eOzPyQUSZ87WVNN\n",
       "OBCm8Xfn0UwaS+6okcfGxIxUrSxh+cfrCPnDHHmyCU9H6q3pnpYN3Bf28UL7DkyY2Fx6qxS4uGqa\n",
       "prGlbCs1ObU0jTTyzPknZXa6QZp2tTMx5Kd2fRmOkhyj0xEpbO61c7j2ngWEA2GOPtXMYHtqNfG0\n",
       "bOAvdDzHUHCI1YVrKbTJ6TUxO8yamdsr7qTcXsEfPUf5RccLGbNoQrLobfHQdsRNXkk2C2+Rx8bE\n",
       "1atcVsyKT9YTDoY5+lQTg+dTZz2EtGvgfxw8ypGBQ5TYSlhbtM7odESasZgsfKxyO0XWIvb1vcFr\n",
       "Pa8YnVLG8Hp8HP/lGTSzxrX3LJDVxsSsKV9SxIpPLSQSinL06WYGzg0bndKUpFUFdHo7+Hnb01g0\n",
       "C9vK78CsmY1OSaQhu9nO3XPvwZHl5LcXXuZA3z6jU0p7oUCYt3e0EPSGWPzRGvLLZeKamF3liwtZ\n",
       "+af1RCJRjj6j6D+T/E08bRr4UGCIJ04/RiAS4NaybbisLqNTEmksLyuP7XPvIduczfPtO/hD/5tG\n",
       "p5S2wqEIbz/XwkiPl6rVJVSvKTU6JZGmyhoKWXXvQohEeevZZvpODxmd0gdKiwY+FPDwcMv3GAp6\n",
       "WF+8kXrHQqNTEhnAZXVxd+UnsJls/LztaX7T9Wu5sW2WhYMRjj3fSv/pYUr0ApbcUWN0SiLNleou\n",
       "Vt03+eTSW88qzh/pSdp7XVK+gXdNdPKQ+hf6/L2sdq1ltWut0SmJDFJiL+VT8+7FacnntZ5XeLz1\n",
       "EUaCqXMTTDLzjwU48mQT7mYPRfOdrPyThZjMKf+RJVJASX0Baz/dgMVmpvG35zn2fCsBb/ItSZqy\n",
       "1RCNRjnYf4DvNX+HwcAA64rWs754ozwyJhLOZS3k3nn3UZNTS/PoKb7e+CCH+g/K0fhVcCsPBx4/\n",
       "iad9lIqlRay5f5HctCYSqqjWycYvLMU1z0F34yD7HjlBxzu9RCPJczSecuPJotEop8da+K+ulzk7\n",
       "fhqrycrt5XfKaXNhKLs5m49VbufE0HEO9h/g2baneMP9OlvLb2OFayVmLeVKzRBDXWO07umkVw2h\n",
       "mTUatlVTe30Zmkl2zEXiZefbuP4z13D2YDetezo58auznD3YTd2mCsoXFxm+U5kSnyrRaBS3v4fG\n",
       "4fc4MnCIrolOAObn1nFTyWYcFofBGQoxOexluWsF8/PqODTwB5pGGvnZuZ/wYoeDla5VNDivoTa3\n",
       "Tt6vl4hGooz2TjBwbpgLJwcY6pgcaVlY62Tx7TU4y2RQizCWZtKo21RBxbIiWnZ30PVuP+/+8gyn\n",
       "XmmjdFEBxXUFFNc5seUlfrGspGngPRPd9Pi6CUQC+CN+RoLDDAYGGfQP0DnRiTc8OXDehIm63AWs\n",
       "LlxLWXa5wVkL8f85LE4+UraNtYXX8e7QcZpHmtjft5f9fXsBKLGVUGovp9BaiMvqIicrF5vJht1s\n",
       "pz5PT6s166ORKIPtowQnQkSCEUL+ML7RAL6RAN5BP8MXxgn5w5PfrMGc+nxq15dTXJcvl8NEUsnO\n",
       "t7H84wuov3ku7W/10nmsj85j/XQe64/9vZXc4mxyi+3YHVYsOVlY7FmYrSaynVaccXj0UZvO3XW6\n",
       "rmft3r171q/kR6IRvnHqHwlFLz9fOs+cxxxbCRXZFczNmUe2Wdb9FakjEo3i9nXj9rnp9ffS5+8l\n",
       "GL18GW2acyO3lm6d1vY3b95cC3QqpWY8oD1etd3TOEjTzrYr/n22y0Z+RR75FTkUzc/HlmuZ1fh/\n",
       "PPAOVi17yt8/7h1ntG+cmvnV04rTP9CL2ZyFq6BQXpOEr/FOjFO3Zh4Ox+yd/YpGo4z1+fC0jTLY\n",
       "PoJ3wI9/LHDF77/+M9dgz5/6zvlU6nq6DbwGODflFwghEqVWKXV+pi+W2hYiKX1gXU/3FHonUHtV\n",
       "6Qgh4qFzFl4vtS1EcvnAup7WEbgQQgghkoM8WCmEEEKkIGngQgghRAqSBi6EEEKkIGngQgghRAqS\n",
       "Bi6EEEKkoBlPYtN1fRFwGChRSl356fVZoOt6LrADKAACwJ8rpS7EMV4+8CzgAKzA3yilDscr3vti\n",
       "bwfuUUrdF6ftm4AfAMsAP/BZpdSZeMS6TOzrgO8opW6OcxwL8B9ANWADvqGU+k2cY5qBHwMLgSjw\n",
       "eaVUYzxjxuKWAG8Dm5VSLbO0zYTUdqLrOhZTanv24yakrmOxElrbRtV1LPaH1vaMjsB1XXcCDwG+\n",
       "mac3LZ8F3lJK3chk8X01zvH+Gvi9Uuom4AHg8TjHA0DX9e8D3wLiOUPybsCqlFoP/C2Tv8e403X9\n",
       "q0wWQiLmhN4H9CmlbgC2AY8lIOYdQEQptRH4B+Cb8Q4Y+zD7d2B8FreZyNpOdF2D1PasSnBdQ+Jr\n",
       "O+F1DVOv7Wk3cF3XtdiGvwZMzCi7aVJKXXzzw+SelyfOIf8N+FHszxYS9O8EDgJ/RXyLfAPwGoBS\n",
       "6giwOo6xLnUa+Djx/bdd9CLwYOzPJmDGI0anSin1MvC52Jc1xP89CvCvwBNA92xsLNG1bUBdg9T2\n",
       "bEtkXUOCa9uguoYp1vYHnkLXdf0zwJff97/bgP9USp3QdR1m+Rd3hZgPKKXe1nV9N7AE+EiC4pUB\n",
       "zwBfmq14HxLzBV3Xb5rNWJfhBEYu+Tqs67pJKRXXxauVUi/FxnXGnVJqHEDXdQeTBf/3CYob1nX9\n",
       "SWA7cE88Y+m6/gCTRyK7dF3/GtOsw0TXdqLregoxpbZnQSLrOhYv4bWdyLqG6dX2tCex6breyv+O\n",
       "d1sHHImdjkoIffKT5XdKqQVxjrMUeA74ilJqZzxjvS/uTcDnlFL3xmn7DwGHlVIvxr7uUEpVxSPW\n",
       "ZWLXAM8ppa5PQKwq4CXgcaXUk/GO977YpcARoEEpFZcjPF3X9zF5TS4KXAso4C6llPsqtmlYbSeq\n",
       "rmOxpLZnN24NCarrWDxDajsRdR2LM+XanvZNbEqp+ksCnWOW95ovJ7YX0qmUeobJawJxPW2i6/o1\n",
       "TO7dfVIpdTKesQxwELgTeFHX9XXACYPzmXWxQtsFfEEptSdBMe8H5iqlvs3kadlI7L+4iF03vhh7\n",
       "D5ONYcbNO7bNhNZ2ous6FlNqO4UlurYTXdcwvdq+2vXAEzVI/afAU7qu/yVgBv4izvG+xeQdqo/E\n",
       "TiUOKaW2xznmRRf3vOLlV8Ctuq4fjH0d75/l+yXiPfN3QD7woK7rF6+X3aaUiueNWb8AnoztPVuA\n",
       "Lyml/HGMF2+J+D0luq5BajteEtULEl3bSV3XspiJEEIIkYJkkIsQQgiRgqSBCyGEEClIGrgQQgiR\n",
       "gqSBCyGEEClIGrgQQgiRgqSBCyGEEClIGrgQQgiRgv4b1x54WBujGoIAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17d7a048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# several distribution plot examples\n",
    "sb.set(style=\"white\", palette=\"muted\")\n",
    "f, axes = plt.subplots(2, 2, figsize=(7, 7), sharex=True)\n",
    "sb.despine(left=True)\n",
    "\n",
    "rs = np.random.RandomState(10)\n",
    "\n",
    "b, g, r, p = sb.color_palette(\"muted\", 4)\n",
    "\n",
    "d = rs.normal(size=100)\n",
    "\n",
    "sb.distplot(d, kde=False, color=b, ax=axes[0, 0])\n",
    "sb.distplot(d, hist=False, rug=True, color=r, ax=axes[0, 1])\n",
    "sb.distplot(d, hist=False, color=g, kde_kws={\"shade\": True}, ax=axes[1, 0])\n",
    "sb.distplot(d, color=p, ax=axes[1, 1])\n",
    "\n",
    "plt.setp(axes, yticks=[])\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x19267550>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAaYAAAGoCAYAAAANe0FzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmU5Hdd7//nd629qveZ6VmTSaaSEBIgEJCEyCrecyUa\n",
       "ZJWbIyBHD+g5Jj9FPRFCQA7KAU+4Ry/uoBeucBNvQA0S0IiAkAWzDWTpyUxmn+nptfb67p/fH9Xd\n",
       "6aW6uqoy0109836c45FU1ae/36qe/r7q811eX00phRBCCNEr9I1eASGEEGIxCSYhhBA9RYJJCCFE\n",
       "T5FgEkII0VMkmIQQQvQUc4OXL6cECiEuNNpGr0Cv2+hg6klRFFEul7sam8lk0HWZiAohRLckmJoo\n",
       "l8v809M/IplKdTSuVq1y4+WvIJfLnaM1E0KI858E0yqSqRSpbGajV0MIIS44ss9JCCFET5FgEkII\n",
       "0VMkmIQQQvQUCSYhhBA9RYJJCCFET5FgEkII0VMkmIQQQvQUCSYhhBA9RYJJCCFETznvmx+66b0r\n",
       "FosoFZ2jNRJCCNHKeR9M3fTeTZ2ZIJXLkj6H6zWv28JYKYsVQpyvNlUwdTv7SSQTHfXeVcuVTlet\n",
       "a90Ep5TFCiHOZ5sqmDbD7KdYLHY0ppvgFEKI89mmCibovPV7PWc/9WqNb83uZ2BwsO0x6xmcQgix\n",
       "GWy6YOp1iR4OTiGE2Azk6LkQQoieIjOmTaibY1nz5Gw+IUSvk2DahLo5lgVyNp8QYnOQYNqkOj2W\n",
       "JYQQm4Xs0xFCCNFTZMZ0Aen22JQclxJCrCcJpgtIN8em5LiUEGK9STBdYOTYlBCi18n+GSGEED1F\n",
       "gkkIIURPkWASQgjRUySYhBBC9BQJJiGEED1lQ8/K++7+Rzp6fWF2hqAvfo7WRgghRC/Y0GCq52Id\n",
       "vb5QCIlF0TlaGyGEEL1AduUJIYToKRJMQggheooEkxBCiJ4ilUSiJSl+FUKsNwkm0ZIUvwoh1psE\n",
       "k1iTFL8KIdaTBJM462T3nxDihZBgEmed7P4TQrwQEkzinOh091+3syyQmZYQ5xsJJtETupllAVTK\n",
       "ZV6347KOZ1oSZkL0Lgkm0TO6OcmiWq7wredkt6EQ5xMJJrHpyVmDQpxfJJjEBaeb41nRXHlwp7v/\n",
       "ZJehEJ2TYBIXnG6OZ02dmUA3DdllKMQ6kGASF6ROd/9VyxV0y5RdhkKsAwkmIc4ROQVeiO5IMAlx\n",
       "jnR7CrzsAhQXOgkmIc4hOWNQiM5JMAnRY+SsQXGhk2ASosf08lmDURRRLpfbfv1iEoKiXRJMQvSg\n",
       "9ThrsJuZWbFY5Lsnx0im0x2N66Y6qptZYLczR+g8OLsNaTl2uDZNKbUhC87n8+Zvfe4P/U7GFCam\n",
       "sLJJMtls22NmpqbRDYO+/r5zOmY9l3U+rp+8p41ZP9/zyHSwoSxOz5DIpLt6T90sSzeNcz4GwHUc\n",
       "fnrPFWQy7Qd7uVzmu0eeIhaPd7Scv/7oH14EnBgbGws6WskLyEYG0x7g8IYsXAghNtZFY2NjRzZ6\n",
       "JXrVRu7KOwFctIHLX81henO95vXy+sm6da+X16+X1w16e/1WW7cT670im8mGzZh6VT6fV2NjY9pG\n",
       "r8dqenn9ZN2618vr18vrBr29fr28br1MTpERQgjRUySYhBBC9BQJJiGEED1Fgmmlj2/0Cqyhl9dP\n",
       "1q17vbx+vbxu0Nvr18vr1rPk5AchhBA9RWZMQggheooEkxBCiJ6yYRfY5vN5E9iBVHMIIcQKF/I2\n",
       "ciObH3YAh++///4VT1Q9Fzfq/PeQseJYhnEWVk0IIc6Zdi+43QEc/vrXv34u12Ujrfo5yK48IYQQ\n",
       "PUWCSQghRE/pyWDq9hR2OfVdCCE2v54KJqUUtcDDV2FX46uBS833JKCEEGIT65k72HphQD3wCLsI\n",
       "FQ1Qc//nhD5+FJAwbWyjZ96eEEKINm34ljtSirLn4Eerz5Lmg2e1x5c/FypFxXexwoCkaWHocqae\n",
       "EEJsFhu+K2+tUILmodTq8Xl+FFLyHGq+K7v3hBBik9jwYDrXGrv3AiIJJiGE2BQ2XTB1fytICSYh\n",
       "hNgMNl0wCbGR7rnnHv74j//4rP28t7zlLS2fv/766wG4+eabee655ygWi9x7771nbfntmJmZ4f3v\n",
       "fz/vec97uPXWW3EcZ8Vr7rzzTt7xjnfwzne+k4cffnjJcw8//DCvfe1r12lt4W//9m9X/R0tXs9H\n",
       "H3207Z/51FNPccMNN3DzzTdz8803881vfhOAL37xi9x00028613vWvffy/lsw09+EGIz0bTu5+xn\n",
       "Y9nPPPMM//7v/87P/dzPrdtyP//5z3PjjTfyC7/wC/zlX/4lX/3qV3nve9+78PxTTz3F/v37ueuu\n",
       "uzh58iQf+tCH+Md//EcATp8+zRe/+EWC4NxXvbmuy2233cZPfvIT3vzmN694/tChQzz44IPcdddd\n",
       "HD16lFtvvZV77rmnrZ/95JNP8r73vY/3ve99C48dOHCAr3/969x9990AvPWtb+VVr3oVQ0NDZ+cN\n",
       "XcAkmITowszMDL/+67/Ob/7mb/Lyl7+c22+/nWPHjhFFEbfccgvXXnstb3nLW3jlK1/J2NgYAH/2\n",
       "Z39GMpnkYx/7GGNjY2zdupVKpQI0NnKf/vSnCcOQ2dlZ7rjjDl760pcuWaZSij//8z9nbGyMu+++\n",
       "m6uvvrrpmOuuu44f/OAHANx66628+93v5tprr134OZ/73Od45JFHFv5b0zT+5m/+Bsuymr7XRx99\n",
       "lA9+8IMA3HDDDdx5551LgumKK67gr//6rwE4efIk2WwWaATFHXfcwSc+8Ql+8Rd/ceH1n/rUp3jr\n",
       "W9/KZZddtvDYn/zJn3Dy5EnGx8cpFot89KMf5WUve9nC84888gif+9znlqzX+9//fl73utct/Lfr\n",
       "urz1rW/l+uuv57nnnlvxPmzbpl6v43ke5XIZ27aBRnjefvvtOI5DPB7nD/7gD9i6deuSsU8++SSH\n",
       "Dx/m/vvvZ/fu3dx2220cOnSIa6+9duHnXHrppTz++OO88Y1vbPo5ivZJMAnRoampKT70oQ9x2223\n",
       "cdVVV/H3f//3DAwM8KlPfYrZ2Vluvvlm7r33XqrVKj/3cz/HRz7yEX77t3+b733ve5imSb1e5667\n",
       "7mJmZoaf+ZmfAeDgwYP87u/+Lvv27ePee+/lnnvuWRFMAB/84Af56le/ytvf/nb+5V/+pemYxbM6\n",
       "TdNWzPJuueWWjt5vpVIhk8kAkEqlKJfLK15jGAZ33nknX/rSl7j99tsB+MQnPsGv/MqvsGXLliWv\n",
       "ve2221aM1zSN/v5+/uiP/ogDBw7w4Q9/eGHWBXDNNdfwpS99qeV6ZrNZrrvuOr72ta81fX7nzp3s\n",
       "27ePn/3Zn6VSqfDJT34SgE9/+tPcfPPN3HDDDTzwwAN89rOf5bOf/eySsVdddRXveMc7uOKKK/jz\n",
       "P/9z/vRP/5S3ve1t/OVf/iXVahXP83jsscd4wxve0HIdu1Eul4miCF2/cI68SDAJ0QGlFN///vcZ\n",
       "GRkhiiKgMdt55JFHeOKJJwAWZjDQmE0AbNu2Ddd1OX78OC9+8YsBGBgYYO/evQCMjIzw+c9/nng8\n",
       "TrVaJZ1Or7r8ee2MaXaZxJ133rni+MoXvvCFhRnT4tnJBz7wAdLpNJVKhYGBAarV6sKMaLlbb72V\n",
       "X/3VX+Wd73wnu3bt4pFHHuHYsWMAFAoFfuu3fqvl8blXv/rVAOzbt4+pqaklzzWbMb3vfe/j9a9/\n",
       "/ao/b7l//ud/RtM07r//fiqVCr/0S7/E1VdfzYEDB/iLv/gL/uqv/goAy7L41re+xZe//GUAfu/3\n",
       "fo83velNC+H8xje+kU9+8pPs3buX97znPXzgAx9gdHSUq666iv7+/rbXp10PjB8iX86Ty+XO+s/u\n",
       "VRJMQnRA0zRuuukmfv7nf55bbrmFu+++m71797Jt2zZ+7dd+jUqlwhe+8AX6+vqajt+7dy/33nsv\n",
       "v/zLv0yxWOTIkSNAY/fWZz7zGfbu3buwW6sZwzAWAnG1Mb7vU6vVME2TgwcPrvgZt956a8v3uHx2\n",
       "8v3vf5/vfve73HTTTXzve9/j5S9/+ZLXP/jgg3z729/m9ttvx7ZtTNNky5Yt3HfffQuvuf7669c8\n",
       "aWT//v285jWv4cCBA4yOjrZcp27U63WSySSappFMJrEsi1qtxt69e3n/+9/PS1/6Ug4cOMATTzzB\n",
       "m9/85iXHqd75znfy+7//+1x11VU88MADXHnllczMzFCpVPjKV75CuVzmXe96F1dfffULWsdmUqnU\n",
       "Wf+ZvW7TBVO3J32HSqErtaEHr9cSRhGapqH38DqKRjhdcskl3HjjjfzhH/4hH/nIR/joRz/KzTff\n",
       "vPBNvNm/M03TeOMb38hDDz3E29/+dkZGRhYOlN94443ccsstbN26lSuvvJLJycmm43fu3MmBAwf4\n",
       "u7/7u1XH/PIv/zLvfOc72bFjB9u3b3/B7/eDH/wgv/u7v8tdd93FwMDAQsB85jOf4c1vfjPXXnst\n",
       "9913H+9+97uJooj3vOc9LZfb7BgTNGZF733ve3Echz/4gz94Qeu8+POfX8+bbrqJRx99lHe9611E\n",
       "UcSNN97IRRddxO/8zu9wxx134HkejuPwkY98ZMXP+/jHP87HP/5xTNNkZGSET3ziE6RSKQ4fPszb\n",
       "3vY2dF3nwx/+8KozXdEZbaMaEfL5/B7g8D9845/YvmPHmq9fXku0Wk1Rq3Ex3SRuWRhab+2rVUrh\n",
       "hgG1wENDI2XZWLrR0yEqRLe+/OUvc8MNN7Br166Fx/70T/+Uffv2LRxzO8+19Yc9v4388Oc/w9tf\n",
       "/tPn4668VT+HrmZM+XzeAr4A7AZiwCfHxsb+uZufVfQd+gOPpGmv+ppmIbRWKDXr0XOjANcNSM0V\n",
       "vG70hl8pRRCFVH2PaG5NFY2eP1MzSFk2xgV0wFNcGN7whjewbdu2jV4N0cO63ZX3HmBybGzs5nw+\n",
       "3w88DnQVTAD10Kce+mStONaiwtXVSlqX6zS4qoFHPfRJWzEMTd+QgAqjkHrg463SExiokKJXJ25Y\n",
       "xE1Ldu+J80azUPqN3/iNDVgT0au6Daa7gX+Y+986cFauniv5DoamkbXi6Jre9vGk+de1u3sPGq3m\n",
       "Jc8hphskTHvdTsWMoggvCqgFfluvd0Ifdy5ELbmNhxDiAtDVlm5sbKwKkM/nMzRC6vfP1gqFSjVO\n",
       "VFinCYIbhcTXZ1FA4/21G0rzFI2mdAkmIcSFoOstXT6f3wncA/yvsbGxr67x2juAj3W7LCGEOJ/J\n",
       "NnKpbk9+2AJ8G/jQ2NjYd9Z6/djY2B3AHct+xh7gcDfLF0KI84lsI5fqdsZ0G5ADbs/n87fPPfbf\n",
       "xsbGVtYOCyGEEB3o9hjTbwK/eZbXRQghhJD7MQkhhOgtEkxCCNHDCrOFhX7EC0VPBpPRxWoppfBX\n",
       "uVh1Let56WrY5T+w9VxHpRRBGDZtphZCrK8o7G67tpn11IUxlqYzksySMCxCFVH1XcI2No5+GOKE\n",
       "Pp4KiekGccPCXNQgsRpbM0hY9ro0PyilqAeNi2U7lTJj2Mba7+dsCMKQeuDhqwhLM0hY7X2WQohz\n",
       "Y2Bo8IK6FxP0SDBpwHA8Q8aOoc8VrJqaQdZO4Ich1cBt2ugQRlGjGSEKFp53oxA/iogbJnHDaho6\n",
       "+lxRqrlORalu6OMEAaFaOltaq6liPUtnlVLUAg83fL7Ew1chgRdiGyZJc30CXAghNjyY0pbN7vQg\n",
       "VpMZgaZp2KaJaeg4QYAzN9uYb+N2opUbe4AIRS1s9NDFDZOY8fwto5OmTWydClzDKKQW+KvuYlyt\n",
       "SsnQNFLr1OO38FkG/kKR7PJ1dMMAPwpJGFZPlN8KIc5vGx5Mg7F001BaTNd0EqaFbRgUnBqVwMNX\n",
       "a+93DVTUeG0U0mfHSVlxjHXYLdXYbdeYfbRzlGbxa9az+dyf220XNAn35SKlqAYeXhiQmJttCiHE\n",
       "ubDhOy7b3QBrmoapG/gqbCuUFnOjkLgZW5dQgsaMzWkzlBaL6QYxs/nux3PBDYO2QmkxX0Xd361R\n",
       "CCHasOHB1DnZjSSEEOezTRhMQgghzmcSTEIIIXqKBJMQQoieIsEkhBCip0gwCSGE6CkSTEIIIXrK\n",
       "hl9g24lIKUxdx9D0po0Pq9HRqPoepm6gd3CNUM13qYc+/bFU2+OUUnhBQBRFHfdblXwHTddJrFKl\n",
       "dLZZuk4QaU0bH1ajo8llTEKso8JsgWKx2PS5TCZzXvbobXgwuWGAUqrlhni+ObzquxiaTsaMrejI\n",
       "a0YDNBob3im3QtGrsTWZJbbGht8PQ05UZnhm9jQKGI6nuXxglJQVazkuiEJm3RoFrw5AXG+vYy6I\n",
       "QibrZcq+A+VpdqT62ZLMrdmI8ULFzEZBaz3w8NpoZo/pBgnTPi//EIToVbZt89DscfTiySWP16pV\n",
       "brz8FeRyuQ1as3Nnw4PJCXyKXp2UFcNc1g2nlCJUiprvLmkoMHSdlB7DCk2c0G/aBGFoGqFSqEXR\n",
       "5auI49UCWSvOQCy1YsOvlGLKqbB/8jhu9HyZ6aRTYfLUAfb1bWV3ZgDLWPqxRUpR8V0m6qUlQelE\n",
       "AY4XkDZjxIyVH7VSiqJXY6JeXvL4ieosp2tFLsmNkIslO5rldcrQddJ2vGU9kanpJEz7nAelEGKl\n",
       "wS0jZPrOv/BpZcODCRob9rLnYM99Izd0nUhFS4pbm7ENA0vXlxS6NnY1qZa3yyj5DmXfWWg019Co\n",
       "Bh5jM6c5Uy+tOu5AYZzDpUmuGtrJcCKDRmPGd6ZexlsUZMtVApda4JGx4phzs4164HGqWlh1l2So\n",
       "IsYK42StOHuyQyTOcbu3ZRiYenyhCT1CoaMRN611K70VQgjokWCa50UhnlcnYVg4od/WsQxNa2w8\n",
       "rcigErhtd78pYMIpM+tWCaKQA4UzbY3zo5BHJo4wFE+zKzvU2P3WhghF0a9jzh3vqgTtjSv5Dvun\n",
       "T7AvN8JAItPWmG41PksbWzdxo2DV24YIIcS51JMHC9oNpcUMXV+4l1MnfBVxvDLb8bhpp9J2KC1W\n",
       "D/22Q2mxWtD5DQa7pev6OZ+hCSHEanoymIQQQly4JJiEEEL0FAkmIYQQPUWCSQghRE+RYBJCCNFT\n",
       "JJiEEEL0lJ4LpjCKOFA4Q73D06ODMKTq11EtLqxtpuw6TNXLHY/TgKJb63hc0rBIm/GOxgB4UUA9\n",
       "8Doao5SiFniEbdQNLRZGETXfI4ra7yPcCG7o467jafRCiPXRMxfYKqU4UZnhSHmKoudwvDLDrvQA\n",
       "F+dGWlbyKKWYdWsUvRp+FGLrJnHDxFyjrSCMIg4WznCiMosT+uTsBDk7Qdy01lzXmG7gRxETtRKO\n",
       "75GLJ4mbdssxOhpZK46h62RjSZzA42SL5od5tmaQiScJgVPVIhkrxmA8haG3rgdyAx8nbLRhuPjE\n",
       "DHPNa5OUUo0OwrnmBy8MiJlmz11oG0YhtcDHnwtcLwpJmtaan4kQYnPoiWAqujUOFM4s6ZqrBR7P\n",
       "FMaZrJe5ODfClmR2xbiq7zDrVKktqi3yogAvCkhEFrZhYTbpwztVKXC0NMWsV3t+Hbw6Fd+hL5Yi\n",
       "a8VW9OFBo40bwF00Ayn5DrXAI2sn6E+kml7k26wrL27aXJwdpuTVm9YgaUBfLLWkMLXRHuFQC336\n",
       "5oJ0eWAEUUjdX9ofqAAnDPCjiLhpEjNWhm+zrrwIRT3w8cOwJ7rylFLUA69R/LvocT8KKXlhW+Er\n",
       "xGYzOz2N0lf+m65XqxRzjdbx861lfMOD6UBhHC+cWbKxX2zarVKYPMK2ZB/5/q0kTBs/DJl2KlT8\n",
       "OqvNN+qhjxcGja63uY1V0a1xqDjJeLXQtFkiVIppp0LNd8nFkmTm2sR1NCzdWFLsuligImbcKvXA\n",
       "IxtLkrHjjXof3SJprj7b0DSNXCxJyooxWa9Q9hut5GkrTty0Vm2/8KOQSadCxXcZjKdImPaqG+2l\n",
       "7y+i6nt44fMzjDCK1mwXD1RE2Xeww+e7DNfb4hlgM0vC1zCJtTHzFWIziIKQyF+57YnZMR6aPY5z\n",
       "6sB51zK+4cF0vDJLX2qo5WtCpThRnWXGqbAnO4ymsbAbp+U4FNXAw49CTleLHK/M4ISrl63Oq4c+\n",
       "9VqRuh1nNNmHglVDqek432Nf/xbMNnctmbrBtlSOrBfHUY3ltHPkqh76nKoWyNoJbN1s+x5V8zMM\n",
       "cy6Y2r0fkxeFBJ5Dyoqt2+xJzTW3t/P7hrnwnfudr3WbEiE2g8EtIwxuHVn1+fNppjRvU72jWujj\n",
       "hl7bG6l5XhQy41TbCqXFip6Dgo5upAfghF7bobSYaXT+64ho7L7r5MaJ0Ai+IAo7fm8RivXc1Cva\n",
       "+xKyXLTGPb6EEL1rUwWTEEKI858EkxBCiJ4iwSSEEKKnvOBgyufzr8zn8985GysjhBBCvKCz8vL5\n",
       "/O8A/wOonJ3VEUIIcaF7oTOmg8BbYV1P1BJCCHEee0HBNDY2dg/Q2TnYL1CH1XTPjzu7q9HGAtd9\n",
       "iUIIcV5Ylwts8/n8HcDHmj3XSTLqmsaTM6fI929tq9NuXhBFGFqjGqgSuG2NsXSD0VQfA/EUFd/F\n",
       "CdsrCzU1A9uwKHj1ppVBq9HRyNoJdE2n4rttX19kajqoxpS1kyicf32n4yzNWLf5sVIKr4uSVp3G\n",
       "RctKrmUSm0SrbeSFaF2CaWxs7A7gjsWP5fP5PcDhLckshhWj4q8eGKauM+vUOF1r9EIdr85yRd9W\n",
       "9uSGWxa8AkzVyszMdeJZhkGfnsQJ/ZZBM5LIsjc3zEAiDUA2lqDg1Ch59SVdcotpQNK0MXUdQzeY\n",
       "qJeYdipsT/WtWfBq689X/aSsGNnAY2ZZB+ByOhpx4/mC1flwaTdo1LL/v9Y4XdNJGCb2GuW4Z4NS\n",
       "ikBFVH2XaNHMs533tvizFGKzaLWN3IDV2XBnK5i63m8VN22GkjlKXp2iV1/SzmBqOm4YcLAwsWIG\n",
       "8VRhnAPFCV6xZQ+D8fSS53Q0yr7DyWphyeOapqFpEMfANkyqnkO46OdmrTi7soPsygwu2fgausFg\n",
       "MkPKjlFwapR9Z+l7MCxsw8RctjEMVcSxygwZM85wMrOiDcLU9KblqAnTZjRlUfIcCl5tRY9dTDeI\n",
       "G1bTdolWv4hWG/bVHtdgXctRW3X3tQpRQ9NJmI3fgxBic3vBf8VjY2NHgFe/kJ8xX2aaNG2KntO4\n",
       "zxFwrDzTctdboCIeGH+OoViaq4d3kDBtgijieHkav0VFj64b6DRmQn4U4oUB29P9XJLbgm2u/pHE\n",
       "TZstKYuUF6Pg1ghVRMywsHS95Ua7HDiUSw4jiQw5O4mh6WveTqLxmSTI2HGm6hXKvoOhacSM5u3g\n",
       "TX8GS3fXtfvtYf71lmaQsJoH4NmmlMINA2pt3HNq8fvQgZhp9dytOYQ4W1ZrF5+3uGUczo+m8Z76\n",
       "emkZJkOJNFP1CgdLE22Pm3Ir3H/iGa4a3N5RH56mNVrDXzK8i1ws2faYTCxB0rKZdaodbQwn6mUc\n",
       "P2gUvLZZgqprGiPJDHHXxI/Cjpa3fHddJ+OShkXcar0L8mwqug7Rql3xq0tb8bY/SyE2o9XaxefN\n",
       "t4zrxZPUqtXzomm8p4JpXrdffP0u7riqaRppq/M7yupa41hS1Gl5qhZ1tSG1DGPV41utdHpyw7z1\n",
       "v+le5+9N1zQ5liTOe2u1i5+P5K9aCCFET5FgEkII0VMkmIQQQvQUCSYhhBA9RYJJCCFET5FgEkII\n",
       "0VN6Lpgc3ydumAzFUh2NG4yl0NHQOyhyU0oxXinwtWf/i+l6ue1xYRTxb4f2880Dj1FvUaXUjBsE\n",
       "HC1NLanaWYsfhsw6NZzAR3Uwruq5PFs4w1QH7w2g6jscKk5QdGsdjXshkmas4wq+hGGtWzlvEIWU\n",
       "PQe3w9+BEKJzPXMdUxCFlFyHolfHVyGDiTQDiTRHilN4amU9zTxLM7goN4SOhq9CTE3H1s01S1dL\n",
       "Tp2jpSlOVGZQwJHSFC8d2c1P77ysZdPBk2eO8++Hf8KhwhkAjhQmuGb0Yq4Zvbjlxa8GOpoGngo5\n",
       "XStS9OqMpvoYSmRWHaOUYsatUvKchWuY/CgkZljYLa6FCqOIE5UZppwKfhQy7VSYcarsyPSTNGOr\n",
       "jvPDgGmnSsWvEwElr85APMWuzOA5r/qxTRPTMHCC1j2GsL59eEopaoGHFwYoWGgKSZi2XNgrxDmy\n",
       "4cGklKLs1in4DvVFdTTz30kv6dtC1Xc4Nhcgi+1KD5C2YgQqWujSC1REEEbE9MZbc6OlV0x7YcCx\n",
       "4jTHK9PUFzVXF706/3HiGQ4WJrhu9FKuHN6xZNx0rcw3n32M/WeO4S36mRO1Et88+DgHZ8Z59c59\n",
       "7OobXvEeLc3AV+GSK11rgcfB4gTTTpVdmX4SywKj4jvMuDXcZU0Wngrxg5BY1Kg0WrxxVkoxWStx\n",
       "pl6iuuyznHGrVHyHwXianZkBdG3puEYA1vEXddRFKKacCmXPYSSZZTTVd05rf3RNI2nZxAyTqu8R\n",
       "LPtComsaKSuGqbWugDoblFJ4YUA9DFZcRO2rCN93iEUmyXXqEBTiQrLhwTTtVjDqq/9hByokZlpc\n",
       "3r+NiXqZKafCUDzNSCLTCKFV2hDmAylhWHhhQKAixisFjpWnmXaqqy7vRGWG//fsj3hy+gSv23kF\n",
       "A4kU9x/6MQ+dfJaZFuOenRnnRGmaK4Z3csOey0nbcSxNJ1SqEUqrmHWrlD2H4UQjMMIoYsqptuwI\n",
       "VIATBfgqIq6bxAyTiu9wqlpgtsXuNy9qzNZKXp2tyRxDiQzVwGXWqVJvMUtxo4DjlRkKbpXtqX76\n",
       "4p3tZu2Uoetk7Bh+FFL1XRSQMu11aTaHxuy97vstf28AbhjghyFx0yK2TusmxIVgw4Op7Ln0sfru\n",
       "rHmBihiMpxiKp1Gotut56qGPqek8PXWKI6WptsYEKuIn0yc5Vp4BL+Bkeaa9ZQU+j5x+jtPlWX7l\n",
       "mte3LJJdurz5wHBI2XHCNseFKqIaekzWy5yplVbMMFZTDTwOlSYpeXUiVNvHacq+y4HCGV40MErK\n",
       "7rzGqROaps01thug1LqVUrqBTy3w2v5MItRC8Wwn9wgTQqxuw4OpEwpImFZbDdSLBSrCD9vbaC9W\n",
       "8upoXue4zBzfAAAgAElEQVQ36K0suy1Gu0IVtR1Ki3lR0HYoLdZJKC0es54zA13Tui9P7EI3nwms\n",
       "6yqKC8xa7eKLLW8a70YvtJNvqmASQogLzVrt4ostbhrvRq+0k0swCSFED5N2cSGEEGKDSTAJIYTo\n",
       "KRJMQggheooEkxBCiJ6y6YLJ7fBU8YVxXmeddtC4LXknnXbzdLSu+tQ6vU378+O6624Lo+7GdbM4\n",
       "pVTX729TkPo8Ic6aDQ+mWJsdbDowPj3Fl//zXzk9PYnRbuWnH7L/wYe5/2++gjZRwtLae8tZO0HK\n",
       "iqFbJkOpLEabF6psSfexrX+QRyeP4YXtXwNVdGt85ZkH+ZfnnqDaQTFs1Xc4UpokCBs9ge0wNZ20\n",
       "FQMUpqa3/VlamsFgPI0b+nhB0Hb4Riqi7nuUXAc/bH/cRogbFknT6qgM2NaNlv2KQojObPjp4iOJ\n",
       "DFYsRdGtEa7ytbNWq/HdZx5nvDgLwH37H2Y408/rr3gJyWSy6RgNOH34GH//5S9TLDQuOHvw7nsZ\n",
       "vfQiLn3NK3ASzd96wrCwTZOiW288oGu4KPpSWaIgYHaVWqJcLMlwJkc6mULTNE7XipyuFXnxwHZ2\n",
       "ZwdXff9+GPLoxBEeOH0IgOOVWX40/hxvvfTlXDG4fdWi0iAKOVKaYnKuOdyN6mh+naF4Gg1toTtw\n",
       "uaRhY+kGhtH4ufMNGgt9fk1oQMZKMBBPLZS5VgIXI2x01xmrdNc1+uZCaoG7sDZl350rYbUwenBj\n",
       "rmkacdPG1k3qgYcbrX7hsqnpJEwbS8pchTirNjyYTN1gKJEmbdkU3DqlRa0JKgzZf/QQjx59dsW4\n",
       "yfIs//eh7/CSXZfwkj2XoC3aONQLJb557zd44rHHV4w79exhTh08wotueBUjL9pLTWtsmDUa4VL1\n",
       "HOruyt44T4tQpsZwOkfNdRZmNZZuMprtI5tKYzappPnxzEmeKYxz7chF9MeXhujR4hT3Hn5iSXEq\n",
       "NMLirgMPszWZ5a2Xvpxt6f7nn1SKyXqZQ8WJFdGjgEmnQtwwydnJJS0SsblOPUNvHiK+CjHQ0HSN\n",
       "IHp+XMKw6I+lSDepIAqVouQ5xHWTuGUtFMMqpRp1Sb5L2GR25EUhnheSnOu/03uwNkHXdVJ2HDsM\n",
       "qQfekgosHY2Y2SjRlX48Ic6+DQ+meXHTZothkfJspupljk1N8K9P/hdh1Pq4xOPHDvLjE8/xhiuu\n",
       "YUs6y48feZx//PrXW+8uUoonv/sABx5+nGv+++tJjw4TaRqFNe4/pGkaDhGGbTNkx9DRGEzniMdX\n",
       "v5UENG6V8IPxg2xNZLlycJR64PNvR5/kZLXQctx4rcTnn/h3rt1yMa/bdTkaMDZ7uuW3eAAnDHDq\n",
       "JXJWgqRpEzNNLN1YcyMaoiBq7N7TNY2MnWAgllpznBMFuG5A0oxh6jpu4ONEa+/GrAUe9cAnbdkY\n",
       "utGTAWUZBqYexw0D3NDHmJslrcctN4S4UPVMMEFjw5+JJfj+2I/5/qGftD0ujCK+/ZMfoZ46wdHn\n",
       "nmt7nF+v8+A/fIPX/tovUe/gk1A6eCjyg9vaLpMFGK+XOHZkmmOl6fYXBjx85jnqgcvO3FBH44p+\n",
       "nZwd7/heSoGK2JkaIGHabY9RQDVw0ejsPACFouy79MWa75LtBY3de9IgLsR6ka99gNbxvVPnxm2C\n",
       "jVS367gZ3tt6k89EiPXRUzMmIYQQS3XSLv5CzbeTb3TDuASTEEL0sE7axV+omB3jOyee4RdyuQ1t\n",
       "GJdgEkKIHrbe7eLVUnndlrUaOcYkhBCip0gwCSGE6CkSTEIIIXpKzwXTcDzNr77qZ/j/fvoX2r7+\n",
       "Rtd1rr/sKm58zzv4mbf897ZP69UNgz2X7+P4408RTBTa7nALSjUKP3qaB/7pPmZPjLc1BiBpWOzJ\n",
       "DvGqbZeQiyXaHtdnJyj6Licqs7jBylaKZpRSHJs5w5ee+B7/dmh/2+OgUbUzXi0w7VTa/kzCKKLq\n",
       "exS8Om7gtz1OQyNjtb5AWQhxYemZkx8yZozhZAZTb6zSdRdfwZXbdvO1/Q/wz089vOq4y7fv5rId\n",
       "FxHNRezlr7qGSy7P8537vs3T+1e/SHfbnl3Y2RQFpwazLrPFAtu2bSO2aytmemX9DkAUhjgHTjBx\n",
       "+BjFcuMA4ZkzZ7j4kkvYc82LSaRTTcdpwNZEDoXCi0LQ4MVDO6n4Dvsnj6/aDm7pBltTOZwwoBK4\n",
       "VCouRbfOlmSGgXh61aaE2VqZsYmTHCtOoYDTlQJHCpO8fHQvV2/dvWpwL6kkUjDtVKgHHn12smkl\n",
       "ETQC0A0D3ChYuNi4EnrYUUjctLBa9OElDRvb7M1KIiHExtE2quk5n8/vAQ7f+X//lqsuuYzkKi0D\n",
       "SimOzEzwFz/8Js9OnVp4fCCd5VWXXokdt5s2DejA1LFTfP2rd1EulhYezw30M7hjGzOrlLGmE0mG\n",
       "tm/F2jmCbj6/UfVOTDJ78BjjZ840HTfU389Fl+XZcdVlS87/H4qniekm7ioVPaamc6pS4LnixJLH\n",
       "t6X70DWdeth8pjMcTzOcyJBdNPNyfZ8DUyc5PHOGepMZkgbkB0e5btdljGb7lzzXaYkrNApondDH\n",
       "azEuplvE5zr65vVyiasQ66Ctb2Lz28jb//efrftZeW/cdcV6nC6+6uew4cH0/77xz4zu2L7m64Mw\n",
       "4EfHDvK/fvgNXrH3cob7BghYuw5IDyOeefQJ/vUb97Hjkoup6yGuv/ZureGBQbLbt6ISJtWx45w8\n",
       "dowgbN1RB7Brx04ufsmL2LlnN/3xFG6bt77QgGemT6GhkYrFqbZx3ylL09mSzDIUTzNemuXg9Gmm\n",
       "65U1x6WsGFeO7OQ1uy8nY8cbpattFAlZmkE2liBnJXCjxiypnX89pqYT000SpkXaimG20dsnxHlM\n",
       "gqlh1c+hq115+XxeBz4PXAW4wAfGxsYOdbVmbW6gTMPkpy66jJoRcbJWaCuUACJDZ98rXsqxyTOc\n",
       "nDwDa2cLAJMz00zPzmB5EcVyae0Bc46dOE6xXOLyS/e1HUrQ6JfbnRvmRGW2rVAC8FXEiWqBo7OT\n",
       "nJidbHtZVd/loZMHyQ+Okuhvvw/PVyHTzlzwdRAsgYoIQo/hZKblrj0hhIDuT374BcAeGxt7NfB7\n",
       "wB+fvVVqLdbk1hJtjbM7P8AeKdVVi14QtjP/WEkptep9lFrRupz0Gm3eWHDlArvs3+tuaUKIC0y3\n",
       "wXQdcB/A2NjYQ8DLz9oaCSGEuKB1e1ZeFli8fyvM5/P62NhY0/1r+Xz+DuBjXS5LCCHOa7KNXKrb\n",
       "YCoBmUX/vWooAYyNjd0B3LH4sfkDe10uXwghzhuttpHr2S4OzzeMt+NctZB3G0w/AN4C3J3P518F\n",
       "7D97qySEEGLeeraLQ+N4/EOzx9GLJ1u+rlatcuPlrzgnZ+91G0xfA96Uz+d/MPff7ztL6yOEEGKR\n",
       "9W4X7wVdBdPY2JgCPniW10UIIYTova68VpRSBFHY8UobaIRR2PHpyplkCtPu/PT0VCyG8jqfehua\n",
       "RsLofHlhFBHv8DR6HY1Zt3n7RSsaEERtXgy2ZHmsWr10LvhhQNjFevph0PF6KqUIo7DtfsAXqvF3\n",
       "EK3b8oRYbxveleer9jbgVd/lwfFDPDF9gqwVJ2vHcdq4gDWo1fnuAw9y9PRJ+pJpNE1jttr6Rlim\n",
       "YTAyMgIjfaiYQeb4NLPHT1MotT4gmLBjZLM5ikGdv/+Hu3jz697Alm1bWasfwdIMil6NH0+ewNA0\n",
       "tqX7cKNwoXtu1eXpJsVCgUMnj5OIxejv66fo19e8EmowkSaZSPLozAnKocfLRna3FWyWZhCokKJb\n",
       "I2XGSFjN66CWs3WDhGFR8V0SUUTMtM5ZP16kImadGodKE+iaziXZEXKxxJoXcodRRNl3mHQq2LrJ\n",
       "lkSGmGGuPU5FOL6PGwWYmk7SimFo2jlptlBKEaqIqu8SKkXcsIibJnq316MJ0aM2PJiOl2dJ1wfo\n",
       "iyeb/oEFUciB2TP864knCee+IZZ8h5LvMBLPYBo6XpOqID1UjI2N8cMfPbTwWKHWaC0YyuSoeS41\n",
       "11kxbnhgkNiWAaJco4NOA9g9TN9wluzRScZPnMBrUmk0MjCIqymKkQu6ju/73Pvt+9i+bZQbfuo6\n",
       "7ExyxRiNxsbm8cmjlP3GugRKcbw8Q9ZOkIunqAbuinGWZhC5PvuPPE0wF85116V+ZpyBbA47Eafk\n",
       "r3xvKStGfyqDZj+/MTtYmuRQaZKf2rqXvbnhphtUQ9PRYEmXXjVwqQYuuVgSSzeaBtR8FdHiDXw9\n",
       "9HFCn5QVwzqL1URKKaq+y+HS5EJzRqRCnimcpj+WZFdmkESTPkalFPXAZ7xeIpz7IuBFAcers+Ts\n",
       "BP12EstY2VahlMILgyUtHYGKKHn1cxIYiwNwnhP6uKFPyoxhGVLzJM4fGx5MAFNuhRmvyrZkH6m5\n",
       "WyAopThTK3Hf0R8z49WajptwypjojCQzBFFEhMJAY2p8gm99599wvebVPlPlIjHLYijbx3S5iFKK\n",
       "bCpNdmSIcDhN1OT0Rz0ZQ798BztGctSOjjM+3rjdRX82ixmLUQxctCY7C0+ePsVX7rmbV7zkZVz5\n",
       "oiuI5ophTU3neGmao+XpputY8uqUvDpbUjlM3Vgoc42jc+zkcaaLzWdvM6UilIpsGRwm0BX10MfQ\n",
       "NIbTfVi2hW6u/JUr4Ifjh3hi8gSv3bGPwUQaaASn2aLcFaDo1jA1jVwstdAIoaMRMwwSht10Y6mA\n",
       "iu9iajopK7ak4LUbXhhwqjLLeL15ddSsW2PWrbErPcBIIos5FzReGDBVr1ANm/87Kc79DobjGTJ2\n",
       "HF3TFmYtFd9ddZff2QyMRgCGTb+gwNxnGbiYoU7SshtfIiSgxCbXE8EEjeMPJ6uzJAyLpGnzyORR\n",
       "fjJzas1xARGnakUyZoyo5vLgww9x7OSJNce5vo/rF8gl08RzaYyt/UQxa+3jUIMZEv0p9hzPUjkz\n",
       "Q9l30UJvzY3Bjx5/lMd+sp83ve71JAb7eGr6FKqNHWFnqkUMdIYSacqlMk+fOr7mGIAz05PEbZuh\n",
       "wSFSySR6G8fKqqHLN47+mIszQ7xq215sXW8ZSvMCpZh2KiRNm6ydIGnamG104gUqojg/wzDMjq+H\n",
       "CKOQGafG4dJkW1VOxyoznKoW2JsbQWkwvUrD/GKKxhegWbfK1mSWMIpw2zh2tTgwug3fIApbBuCS\n",
       "16qIkud0/VkK0Ut67l9vPfT54fihtkJpsXLg8thjj7UVSosVaxX6L9oBsfZPHtB0HW3nMMq20Iz2\n",
       "P8IgCPjPRx7myemTbYXSvJCIyZkpDrcZSvMczyMXby+UFnuuPEXVd9usyX1eLfDaDqXFnNDvqn/P\n",
       "jyIOlSY66hcMVMTxykxbobRkWSpi1q23FUrLlxetcaxwNbXA6/hEjMZn2dXihOgZPRdMQgghLmwS\n",
       "TEIIIXqKBJMQQoieIsEkhBCip/TMWXlCCCFWWu928Xat1kJ+NhrHJZiEEKKHrXe7eLuatZCfrcbx\n",
       "ngymqu+hlOroQkGlFMrsIqU1UF18GVFKdXSq+MI4IPQDDKuzjz7q8qJJLwww1NrVOstVfZdcLNHR\n",
       "GKUUFc+lL76y5WItYRShN2lYWIup6WtWN220IIow9c7+PQNNL9huhzTonV8uxHbxnjrGVPYdHjh9\n",
       "iLHCeOOPss2/sCAMqbh14hePcvX1rySeam/DuGXHNl72+tdgp5Nsyw20NUYpRSLSSfiQ2zPK9j27\n",
       "21tJYHhkmGQySe3oadRspe0SzpydIJFKcsnFFzPY19/WGF3X2TY8wmS9hFOtEQXtfeOKaSbbU308\n",
       "MX2CJ6aOU/FWVhs14wQeZ2olHjxziCemjuMGK2ubVqMBFd+h5rsdFZPGDJOXDO1iV7q93x3QuADY\n",
       "iqF3sNnXgJwVb1Qrtb2k58fWQ5+K5xI0qc5qJW3FSFuxtpdp6wY5O44uFzKJTa4nZkyhinh65jQH\n",
       "CxMLHW8zbpW4YZK2YgRR1HSfZRiFeEHAjFOhPrch9BMml13/CupnZhh74ifQZENnJ+Jc9rKriVI2\n",
       "VRVBBB4h2/qH8HyP6UrzahszglioM10uPH9Rpw17XpSnNDHNzORU03HZdIZ0f5aZehUcHxyYLZfY\n",
       "MjiMPZxDS8SajkuZNoauU/TqC4/F+tLszeU4efo0jte8pma4fwDdtijOfZYT1SJx12IgmUGzrYVK\n",
       "nuW2JLLoGgv1R8crs0zXq+zMDHBxdqhpe4EfhgvVPfMzl+OVGWacCrvSg1y8Sv8ezHUF8vz3DycM\n",
       "8KKIhGFit1GgqmkapmEwmu6nP57iWHmaWbd5fVXCtElZsYXlzV/gbGjaQgdjMynTIm4837E3/0qN\n",
       "1t+blr83X4X4fkgsMkmazauamr0/2zAxdQM38Bd+L8vpaKSsxoXNUkckzgcbHkzj1SKPH5/mdG3l\n",
       "QTQnDHDCgIwVx0AjUhHaXF+ZHwaU3DqFJhuiehTAcJaXveE1nH72MKePzjUmaBr7XnwFqW1D1KIA\n",
       "lu0CqgQuaLBjYIiZcpma39jwK6VIRwbVWo2SvzIMCr6DOZBhz0A/p48dw603XmMYBlu2bqUSuI1Q\n",
       "WkQB49OTJEolBocHUQMZzLnde5ZmkLJjFN3aio1fqBQVArbuGCVyPI6den7/biaZIpPJUPDr4C/9\n",
       "du4EPqdKM/TFkmQSKTT7+Q3/QCxF0rKpBd6KrW0t9BgrjDPllNmdHmQ03bfwmZQ9h4JXb7QNLFMN\n",
       "PJ4unGaiXuKSvhGGE9mF55ZvtBeLVEQ18PDCkIRltd0ikTBt9vVtpejWOViaWLg1hzHX46dpWtPl\n",
       "hUqh0dhttrhBwp7r8VutiLWdUGrGDQP8KCRuWG21lwPomkbCsrENk6rvESyqiUqadts/R4jNYsOD\n",
       "6eEzh7EGsy1fU/Yd8KE/lsIPAuq+x2S9tOaevqoW0r9vNyM7tzN5apytF+2kqkeNUGqh6LskU0n6\n",
       "SDMzM4PyQiZrzWdR8wIVUcBj+OLdRFUXv1ZHsw1m1qi+qfsuJ06dor+UJTPUT9+WYdwoaBq4S8aF\n",
       "Plgaey++mEJhhphhU1VhI5RaKLg1Cm6NkVSOTDLFlkwfTug3QqmFaafKrFNjol5iV3oQNwoWGtFb\n",
       "jnOrFCeOsi2Z40UDo1iG2dYeWl+FBF6IbXQ2w+iLJ3mJvZMz1RJFv47dxvLmZ1CN3XuKtBXvqFZp\n",
       "PohaBe5ikVLUAg8vDBoVTm0eWzN0nYwdI4hCvDAkbpoYHdY/CbEZbPgxpk4OXM+6VeqBx0QboTQv\n",
       "ROEkDHZefglVvf1luWFAOfQIXZ/ZudtltKPiu1SNiLoWUnJah8Ris5UStXqdolfH6eD4TCX0SKez\n",
       "FEIXf43AXWyiWiQbi1MP/bY/ywjFiWqBWa/WVijNC1TE8epsWxvtxRSNkzc6ZeoGuXii7RCcF6GI\n",
       "ddH1tziUOhGoTlr+GjRNwzLMRpO4hJI4T214MHWq2x0W634ztS5Ojer2vXV79la3B8k3w06jbj+T\n",
       "zfDeANl1J85rmy6YhBBCnN8kmIQQQvQUCSYhhBA9RYJJCCFET5FgEkII0VM2/DomIYQQq+vVdvFm\n",
       "mjWOd9M2vqmCKWna+EGjCaKT62hSukW1VCKeiOF0cK2PVagzfXQce2sfXtRez5kGJNwIzwmJYhpR\n",
       "m91vtmGihxFp3aIStX8dU8K02BrPYgKnKoW2x6WtGDPVClv6BnA7+ExydgJbN9CV1vZnAo12iW5O\n",
       "2Z9xqtQCj9FUX9unSCvVuFjW1gw81Vk/nR8GxPTOmxS6KU7Vad5GIcRivdou3szyxvFu28Y3PJjy\n",
       "/VuYMhS1cPXmAUvTSZgxSnOtBoahM2xmKLg1/BYbx7huElUdnj7wNCqKSGdS7LzoIhwDWl3aGA/h\n",
       "+H/8F9/5n3+LCiN2X3sVV7ztZ6mnW39caUzOPPo0j373IQD2vPRKtrwkTylq3aowlO0jNDSKkU/x\n",
       "8GFGR7YQT6eotvhMAPZkh3jR4CiDiQxBFPLYqcM8M3mSkrf6hb2mppONJSg4VQ7PnuF4cZIrt+3B\n",
       "sqyWFzvHDJMdqT725kawDRMvDCh6jUqoVhvXhGFxcW6YlwztwtB1/DCkHnhrXljthj77J0/w/fFn\n",
       "AXj58B5etyNPLta6oDeMQuqBjxeFpK0YbhjgRsGayzPQCFF4KmLGq5E2Y8SMtf88urmwFhqFq4m5\n",
       "LkQhWrkQ28W1Ttqcz6Z8Pr8HOPzZr34Rsy/FT2ZOc7Q8vSIwslZ8YeOynK4a3WrLa380IBnpHH/u\n",
       "COVyecW4baOjDGwbWTEzsdCoHTjBv376LyiPLytk1TSu+aW3sPW6q6myNAwThol3bJJHv/atFd9s\n",
       "NEPnyje9Bnv7MLVgac9eNp4ilohTwl/xDV3XDXZv305g6njL3vtQIsNl/Vu4KDeyYtxsvcJjp57j\n",
       "2enxFRvjvngSLwia1g8NprLsHdpKsx6IbckcezND9CVSK56r+S4Ft97oGVy8/mjsyPTzsqHdZJfd\n",
       "PkMphRP6uEGw4vcdKcWx8hTfOPpj3GWtD4amc+Oeq3nx0A7sZaGhlMINm7+3MIpwQx8nCla8O30u\n",
       "WprFlo5GxopjNgmPdktclzM0nYRpY3dxiw9x3mhrOj6/jbz9f//Zpg2maqnMG3ddsdqMadXPoSeC\n",
       "aXjbFpRSHClN88zsOJNOmZRpo6Gt2OAtp5TC0jTqvk/Zd0jpFoXxSU6dPNlynKZp7L30EsxsknoY\n",
       "YM7W+K8v3sPY/T9sOc7Oprnug+/GumgbQRQSr/k8/c3vMXPsVMtxmeEB8q9/NW7CQDcM+tIZSgSw\n",
       "xr7jbDrNyNAwZeWTNG325ka4YnCUmGm1HPfczBn2jx/lZHmGtBVvtJSv0b8HsHdoG8OZHG4U0mcn\n",
       "2JMZZHu6v+WurUgpSl6jTskNAwbjaa4cGGV3dqjlssIooh54C7sEZ5wK3zn5DEfLMy3HDcVS3LT3\n",
       "GnZlGre7CKKQqu+1nAVDowndCX08FaLRCJ6wjflOTGtUAOlzn0Ens6T51+poxEyTuGFJa4OQYGro\n",
       "/WCaF0Qh/3FijFNN2sZbiaKIynSB5w4+i4raf0+JZJLg0Gn+88/+HhW136W3/WVXMPyiSzn84GMd\n",
       "redFP/USRq69Eq/DPThXXXwpr9i5j4Fkuu0xYRTxrWcf50hhoqPdTaau89/y13DF4OiKmUkrbhiQ\n",
       "sxO8eGgHRgfHk/ww5N+OP8UPxg92sJbwypGLee2OfMvducsppagGLm4HY+blzHjbhauLyW47sYwE\n",
       "U8Oqn0PP/aWYusFAfOUuo7Xouk5YrnYUSgD1Wo0j3/phR6EEcPKxp5ncf6CjMQCzJ890HEoAg2ay\n",
       "o1CCRhv1SCrXebloFDGazHUUStA4DnVZ/7aOQgnAMgx+MtN6htvMWOF0xyWvmqZhat3tRmtndtVM\n",
       "zDAllITogPy1CCGE6CkSTEIIIXqKBJMQQoieIsEkhBCip0gwCSGE6CkvOJjy+fxN+Xz+/5yNlRFC\n",
       "CCFeUDDl8/n/CXyKs3xH6r25EeJG6wtIl/Ndj8LUDJ1el6UrSF+6Azq86DE3PISViHU0BiAWs4lm\n",
       "Kh2PqxJQdlevGmomUgrN1LH1zk771jWdU7UiQYfX+vhhwFhhvO1+wHlT9TIps/PPMmfHmW3jouHF\n",
       "lFLUAocg7Pw6JqPLf+ZuGBB1eDmCEBeyF9qV9wPga8CvnYV1IWHYpOwYg4kMH8gM8uOp43zv1IGW\n",
       "V48opSgfG+fMkWNMFWYZzPWhLJOqWlnzs3xcTrOo1+rE8jt5zaX/g4P/9iCnn3q25TrqpsGlr3wp\n",
       "vqXj+h67917ExOlx6rXWoRFPxNm+by8Vz2HikSfZsmsHavcwetxuOa4/nWX3jh2UtYgfTRxlZ6af\n",
       "i7LDTWtyFiu6NcbrJVwiXrb7EmarFcYmTrQcA3DRwFa25Po4UStQG/fYlR1k+xoFqkopSp5D0a1x\n",
       "uDzNycosLx7cwc65ZobVeGHAo5NHOVKaJm3HyNtbOVGZpbpG20dcN7hiYDsJ0+Jg4QwD8TQ70v3E\n",
       "12jDqAces06VSuBioBEzbWKGuWbzsa0ZpKxY180PXhQSeI40P4iubKZ28eUWt4130jLeVvNDPp//\n",
       "FeCWZQ+/d2xs7JF8Pv9a4NfGxsbe3ckKL25+2Dq6lVws1fQPtuTV+e6JMQ4WJ1Y8V58pMHXoGCdO\n",
       "La0DMnSdwb5+akQE+sr3l8RA90KmSkvbuGOmBVNlHvuH+/Aq1RXjdr/4MpJbBpmtlJY8nkmlsDWD\n",
       "E0ePr3yjGuzedwnEbUq1pTOlgf5+crtHiUYH0Jb9wzN0ncv27MVMxFa0eA/GUuzODrItmVvxmTmB\n",
       "z3itxJlaccUFoZamc3T6DGfKK1vI+xNpLhkZZXmbnAZsS/WxNztMblnnHUDN9yh69RVt7wYaOzMD\n",
       "vHRkNxkrvuQ5pRRjhXGemR1fUThrajpuGHC4NLWiYkgD8n1bGYqnVzwXM0yGExlGU/0LATIvUhHT\n",
       "9TIl3yVc1h9o6QYxw8I2VjaKa2hkz3JXnjnXlWdJV96FrKPmh1//zMfpGxo8t2t0DiVSSZx6vVnL\n",
       "+LmrJGonmPL5/B3Ax5o99xf3fIUdO3as+Q30ZHmWbxx5nGrg4zsus88e4/SJk9S81W9/kY4nSaZS\n",
       "FPHQNA0DjVRkMFOYbbmbKmPFKTz9HD/+xn+AUvRvG2H0ikuYrq4shF1sKNdPvVJlamISgOHtW8mO\n",
       "DDGzLMiW27Z9lPiebaj+RuPFRaM76O/vp97idhQasD3Vz8XZIbKxBJFSnKmXOFMrNS0ynWegEYUh\n",
       "T54+ihsGGJrOlaO7iVkx/Ba3iIgbJjvS/ezNDmMZJm4YUPYcCm6tZUdd0rS5JDfCVUM70DWdiVqJ\n",
       "J6aOc3qNyilT15l1aguv25bMclF2uOUYaPzutiZzDCbSczO5RgP6Wrf2iM+FkzXXdpE2bWJt7E6W\n",
       "dnHRhRUb5FbbyM1cSTRvlWqijQ2mVcbtAQ7/zdfvYsvotrbGBGHI//nPb/Hgo//FdLH9ew8NZnPo\n",
       "hrc7qd8AACAASURBVIHjOJTr7R+TyEQGkz8+gBuF1N327v+k6zoD2SxWMknZdwnarMyJ2TY7L9/H\n",
       "lW+6HlfroOvPtNie7AMNZjo43hLTDWquQzIW76g3rs9OsCc7RKiiFe3frQzF06Qsm9PVYkf3cdLR\n",
       "SJk2cdPqaPdZfzxF0rRbhnSzZWWsBMPJzIpZV7vL7eSvSUcjacWkafzCc8F05c3rNJjOxtc1RXdf\n",
       "GjtmGgbV6UJHoQQwXSqiRaqjUAIo6yF6ItZ2KEGjTHaqVKQctB9KAK7noZl6R6EEUA98Sr7TUSgB\n",
       "uFFIfzLbcZlp4f9n781jbVsS+6yvqta4xzPdc+fpTfv183O3u9vtTtyOBzoktoBAQAQRg2IwSPyD\n",
       "MESKZAnFjRQQ/yBEFCmKwEgZlEQCBaSECBS1nIARdjx028/p7v26+413PvfMe1pDreKPtfe5e5+z\n",
       "h7X2vffcfd+tT3q67wx1Vq1h129VrVVfxX1inZYKJYDHgw4PukelQgnAYAgdr9QFZoBOPCgVSpCv\n",
       "0eUpeS6hNNrey/nkwGJ5vjz1QoHtdvufAf/sGdTFYrFYLBY7wdZisVgsq4UNJovFYrGsFDaYLBaL\n",
       "xbJS2GCyWCwWy0phg8lisVgsK8VLF0zLvpe+9Hytc3kR/kWx3M59pg+JxWJ54bxUwTRIY268dovX\n",
       "r98sPP/DkYo3b93m+luvc2X7YuFtBa7HpUuX2HjnNba3i09uazabfPGnf5If+WNfZmNtvXC5zY1N\n",
       "/HqNQDr4JaSr636FpheyHdZRJebf1FyfSCfU3eLyVAHUXZ+HvUMcUfzSkQhcIemlUSmhrCcVlytr\n",
       "bATVUuVcKfGViyMEssRMIVcqIq1Ly2uVyLfninITZQW5v09bwavFMsFTz2N6WiqOiyMkqZn94dRZ\n",
       "xsfHu3x37x6yWeVrP/czXHn/B7zfbvNwf3dmuSsXLnLzrdfZuJabJbZvXedC+4d8/OFHHHRm64W2\n",
       "N7cwjYCBq3Aal2lc26T2vTs8/MFHdLtnHXoAjuPw+o98jls/9xNULuZeq/W3X+P+b/8hH7a/TxxP\n",
       "n+wZBgHX3nqd+pfexK1WuNfZp+J4bFbq9NJ4Zu+kojwuVupsVeqoYUiEyuEojtiPZ0+2DZWLFIJO\n",
       "kotSo0yffK87Z0Jq1fHIMsPxsNxe1ONGbYO655PMaVg9qTgam+x6GA+4ENQQQsw955tBjSvVNWpe\n",
       "7tmreQEHgy5H8WCmAkkCoevjCImSknTYS3aFmqtbUggCx8MbCl0Pk8EZces0BLmjL3Q8hBAYY4h1\n",
       "Sl8ncw3ro8m4BkhNxmHcJ1AugeMuNbnXYvms8cKDyZcuDTdgoFMinZwRj+72O/zeo49Ixu5ihRC8\n",
       "1nqTq7du8L0/eI/vf/gB3cETGWizWufm7Vtceft11JjuRSnFtXfeYvP6Fe587wd89MnHxOkTg8F6\n",
       "vYnfrNMP5YTQ0/E9+MJrXL1+gf53P+bOBx9NDA1ev3mDW1/7Mls/+uZE3cP1Bq/9/E+x+dYt7vzO\n",
       "e3zyyScTP79x+xYbX2jhX50UNPbSmN7RLluVOhXHmwgMieBStcG2XyfwJs3kvuOxpVwqjsdB3Jso\n",
       "5wpJ4LgnwTJOXydA3otKtJ7wyvnKwRWKzhTj9yedPVwhud28gERMBIYrFUmmedA76wncGXTwpGLd\n",
       "r54JjJrjc6naZCusT5wDVzlcqDapugEHUe+MgTxULq5SOPJsryUxGoWYGoaBcvPe1SktUGw0cdzL\n",
       "dUhTnHmuVFQcFzW2PSEEvpM79/ppTKRPK3Fzpn1voBMinVB1fFylrIHccsKq2sUD30MUHDnpzbih\n",
       "n8VTu/KWZeSB+gf/+B9x+eoVANJM5wGVpfSTmD/avcuj/nwBKsDuzi7fe+89Prl/l5vXb3D97bcI\n",
       "G9WF5fbvPeST93/A4/191jbW6VUU0pmf1cYYzMePOGh/TBxFvPblz3PtZ34c5c4vl2nNo9/9Lp+8\n",
       "9x2EUlz8kTeovnMLUUDieaW2jsFQcwO2K3UaXriw4Up1SieN2Rt0CRyXWKeFdEAKQeh69JP45N/T\n",
       "NwvTWPcqXKo2wOQN9OP+MUUGqJpuQOj6gOFC2OBqbX2h2NQYw1HU4yDqYzAEysWRslBj7kiJyQxq\n",
       "ONznTrGKn0bA0DKuUEIQDntXi0gzTT9JSIwupSxyhKTieihRbJ8sLx0vvV283+vxC2998bT7bi5T\n",
       "lr2YeRxeeI9pHEcqalLx/UcPeG/vbuFymxc2+cmf+xlae3tQLf7MZP3KRZoXL/Cd73yHw3RQ6IGb\n",
       "EAJx6yLNKxu8df0W3kaj0LakUlz66rs0Wzc51AO8MFhcaMi9zj6t9UvcXruALHiH4iiHNeXk7r6o\n",
       "+N2KxtBJIqrKOxnuK8J+3GM/7nGjuk5v2AMrwmEy4DAZ8LNX36LqnV1WYxpCCJpBlUB5HMa9Uobu\n",
       "NMvwpEPNCwo3+mZYzy2/WuimYIQjFXVfcTjoFQr3kzqajKN4QMMLcWwwvfJsXtxeOYlr9+iYZrNZ\n",
       "KpjKsJIvPyQlHz5D3lhtbMxfmG4aUkmCsFiDOI7je9S2ir/cMMJvVEuF0ghPqsKhNLG9kisBjzg9\n",
       "tFWUZfvf4RIr2DpKLbVsRNHe1WnkcDiwLEsvbfGCRjMslhfNSgaTxWKxWF5dbDBZLBaLZaWwwWSx\n",
       "WCyWlcIGk8VisVhWChtMFovFYlkpbDBZLBaLZaVYyWB6e+MyrzW2SpVxhcKXDoEs93p0qFxuXbtG\n",
       "xSv+urIxBvX4mA9/+9sk0WyNz2kyk5FGEX4mSkllszSl/clH/PDep6XKHXU6fOuH36NzNFu/NB3D\n",
       "YdRHlHz5+3p1jYuVBkFJZ9zlSpOd/jGpLjdNoOEGXAqbJWx4+Yw+TzmlL3yJQGOI0qTUOUi0nqte\n",
       "mkUnHvDB0Q7duPhcMmMMgzSmEw+sf8/yUrNSE2xHNLyQr11+k7fWLvH/3nuf4zkON8g9bgOdoI1h\n",
       "3a9gMDzsH81tVhWCiptPInUCn6+++wV2Dw5478Pvz214VCdC7xxw5+FDAA4e7HDl7ddZe+PGzDku\n",
       "xhhMqun1++z285DYCGsIJYjF7G0ZY3D6KYNOh51+lzuPH3Jnd4d3brzGhebazHKp1nz3kw94//4d\n",
       "jqIejlRc27zA1tYWfjB7DlWWZSghOUoikkzjSYfG0IU3by5OzfH53MZl3KGe53Zzm04acaezN/cc\n",
       "NLyAy5UmBjiK+0RpQtOv0PDnT2INpENl6KcLHJeq67E76HIwxxEIUHV9QsfDABn5NVBk4mvN8fGH\n",
       "poduGhNrTei6U/VHI3SW0U/jCdtGEftDpFP2Bh06yeDkuGwGdW7UN+aeg0Rr+ml8EoJp3MdzXELl\n",
       "WnuE5aVjZYLp9IdWCMF2pcGfee2LfHC4w289/BBz6mMdKhdjzIQTbuReu1Jdo5/G7EVnG6vcCZdO\n",
       "eONik1FvNviZL/w4H9z7lE8ePZgoY6IU5/Exjx88JEqebO/R4x12fnOHm3cecOndNwkvTE7yzVJN\n",
       "HEXsdA4nXHJ7/Q6OkKxXakRkZ1xYMk5JOwPuHR88qQPwweP73D/c482LV/mRm69P+PKMMXy684Dv\n",
       "3PmI+4d7J99PM81HOw/YOz7k8uY2G1ubE2oQY3JFT2wyDuInzsE4S3k8SKm5Pi4KbbKJRk4ieGfj\n",
       "MmteZWLfNBmh49Jav8TjfofHg87kvgnBrfoWnlQT5aIs5VH/iF4aseaHhO5kiEoEDTc400Arqdiu\n",
       "NGh6Ifd7h8Rjrj8ATyjqQeXkGD6pZ/7VrIAaD8BxEqNJY42nzv7cGJN779L0jGx2XihlxrAXdTmK\n",
       "+qRj/sDUZDzsH3KU9LgUrrFdmXQITgtAyIN3kCYkOi2sULJYVoWVuVpnfWiVVLy5fokrtXX+YOdT\n",
       "fnD0CE8oHCnnqm8inSKF5Gp1jb1Bl75Ozpi1p5EIw82r17l+4RLf/mGbTq+Hu9el8+gxD4+me/sM\n",
       "8NFHH/HowUOuv36brc+/heO5ZHHCQa9Dd8b2UpOx0z2i5gWEnk8fjdEZTj9h9/CQeMb+9ZOIP7zz\n",
       "AfcPdnn7yg1ev3Kdw+4xf/TxB3ywcw89o8d3NOhzdPdjLh4fcfHCBeqNxvCGwPC435laBqCTRHSS\n",
       "iHW/MtxbwY3qOtfqeQjPsn1nxrARVFkPqnx69JhBprlSXaPphWiTzSzXSSL6SUzdj1n3qzhKUXf8\n",
       "hY2r77jcamxxHA940MsDfc2vnvZznUFjTpbHyIb/Py0AxzHk11gytLN7yiEdhkSRobvxG7HjqM9+\n",
       "3GMw53rupwkfHu+wF3W4Xtug6vozA3Bi30yumHJ1SsXxlrdQWCznyMoE0yKqrs9PXnmd1Gg+Pd4j\n",
       "Lvg8ItIpTS/ESRXHyaBQmQwDnsNPvPN5fuN/+0fcuX+/ULneoE/7X3yH3Uc7XPvaj3EUF9teJx7Q\n",
       "iQdUpUfU6bIzmD8kNWKnc8jO++/xg4d36Qz6HEf9xYWAh0f77HYOad16HRX6hRVQ+1EPVyq+un2b\n",
       "tWEPpAgCuN24QDbs8+oCDbfGcBD1GCQJ725dwynRoNa9AF9u0tGzlw05zahx96VDrcQaVdmwx95P\n",
       "k7kBcZrRb+70j9if0qufxWHcp7N/n9v1rYWBO06SaY7iPk0vLFXO8uJZRbt4v9vlsHl48vUUQetT\n",
       "8dIEU45ACllKiAl5z6TMInojYqPRUfGHzyP2jw/ZKPHQ+mR7ScxRwVAaZxDHhUNpRJplqOHSFGVI\n",
       "Mk21RMM9QmPwpCpkOJ/YntFLnTtE2Vc3csoE4Dinh5mLki7xkoI22VLbMwD2edNLR5ZqsiRd/Ivn\n",
       "iO/5/Pb+p8jDu/S6Xf7M577yTIWuL1kwWSwWy6vFKtrFnze2T2+xWCyWlcIGk8VisVhWChtMFovF\n",
       "YlkpbDBZLBaLZaWwwWSxWCyWleKlC6ZlX8ullFFtrNQSy5kvu+S3EAK5xOu82RIutqcpN24mKMMy\n",
       "K4UbDNkSBcWS57uMB+9ZlFuWpbdml2u3vAS8VMGUZJrW+iVea144cZctoup4fGHzOn/29S/yubXL\n",
       "uAWDpuGGvNXc5t/7t/4cX2i9Uzhobl+7wb/+8/8KX7v9Oa43NguVAbhYa3Jxa4vb126wVSs2H8CR\n",
       "ilsXLvPGrdt87sZrbFTqhcqFrseP33iTn7rR4u21S1Qcb3EhIFQeW0GN9x7foZ/GhZt+Tyoark/o\n",
       "OFQLbgtyBdHjfof/+1678GRlgDRLedw/ohdHpeLJl+rE91eGXhrzw6MdjqJ+qYDylcObzW0uhHVU\n",
       "wZq6UrEZ1FBClpbXAhwnA9JMn3uQWixlWIl5TIvkltpkdJIBqTEoqfjcxhWuVNf44cFDHvSmy1od\n",
       "Ible2+DHLtyg7uXOtV+49aN8cHSJ33n4IXe7B1NKQaActsMGF8MGrlJwtc6//+/+eb71B9/mN3/r\n",
       "/+Pj+3enlttsrvNjn/88X/7jX0WpvHHbrDa5tPuQH+7eZ2/QnVpuPahSCysI10EIgee6bFYCagcV\n",
       "Hh/s04mmN8iXGhtcvHCBWiMPoyAMqTdq7O7scnf3EYP0rN5GAG9sX+Urt9/m6kZub68HFS5VGnxw\n",
       "9Jg7nf2p9gKFoDnUEWUYMuBbjz9lK6jxRvMCckbYKwSB4+FIeRLsDvkk1kinDPT0SYMKQTeN+XRM\n",
       "AvtpZ58vXbhJa+1Sfl6mkBnDYdRjZ/DEpt7vxzS8EE85M68xR0gC6eApZ8JDt+i6TLOUnd4xx2k+\n",
       "mfpB/5DdwTGXq+sEzmzLvSvUhAT29eY222GdT4/3OUqmT5SWQM0N2QxqJ/s/qlsROezo59oYjuIB\n",
       "gXTwXRe1xIiAxfK8ES/qzqnVat0CPvwH//gfcfnqlbwynP2A9dKY/gyHmDGGu519Pjp6zOGYfPRC\n",
       "WOfdjatcr29MLZeZjN99+BHv7d2dKHcxbHAprFP1phu44zjmm//0N/jdP/g2B53cm+e5Hu++/TZ/\n",
       "7Ke+RnNtuvG7n8S8/+guH+4/IhruS+h4rFfrSNc5CbLTpFFC7+CIB/uPTzQ+zbDCpc0LbGxuzlSA\n",
       "9Lo9Hu084u7+4yf7Vl/jizfe4N3rr820TT/oHvLR8e6EdHXNC1FSzm343mhc4FKlORFqoXLxpINS\n",
       "0+tojCHNNIOhb278+58e7zKYYYjwpOJPXHmLK9W1if3oJTH3evszh/2kEDS9ysQxkwgC5RAsMHCf\n",
       "vi6nBeBpmm7IZlibMJBLIQnV2QAcYYzhYe+IB72DidCuOC7rfpWqO9sMX6Te06g6Pp5S1kB+vhQ6\n",
       "2KM28i//rb++0hNsu0fH/Mkb7yxjfph5HFYqmMaJs0n79zzSTPODg4fs9jvcamzx7ubVmXfx43Ti\n",
       "Ab95//vc7x2yHdTZCKqFPqD3Hzzgm//0NzjqdvjKV7/C7TfeKFTPx50j2jt38yUlggA5o9E+Tdzp\n",
       "cXhwQD2osLW1hRcsVgIZYzjY2+fx/h63Ni/y1dc/R1BgzSmdZXx0/Jh7nUNcddYoPgtHSN7dvErT\n",
       "DQmUg1OwsUszjc4MvTTmcf+Y3Wh6z/I0VypNvnLxNqHj8ah3OFfoO06oPKqejycUgTN/6YozGENP\n",
       "J9zrzg7A01wMmzT9/JiEU0zl00i05tPOLodxn7obsu5XCgfH6LfKfKqlENRcPx8etAF1Hthgypl5\n",
       "HFZiKO80vTSiP2OYZxqOVLy9cYWmG5RqaGpewM/f/FH+cOeTwg0bwOVLl/jzf+7f4Sjpk5YI9q1a\n",
       "g8BxeW//XqkGwKtVeGtzq1QZIQTrmxv89Bs/St0vfqetpOT15jaOkNztHRbeZmoyvv34U/70tXdw\n",
       "neKXlSMVjoTvHTygv2DdrXHu9Q75Pz/5I7544UbhMgB9HRNkLrWwWqocwO6gy24028I+jYf9Q9b9\n",
       "kEoJv6CrFK81tzmMejNN8bNY5jYzM4bjeMCaX1zMa7E8T0oHU6vVagJ/B6gDHvBftNvt33rWFVuG\n",
       "Ze/2liknhMjLlWw4Tsotsb1leFnKfZZ5qmNpX1J45TlPu3jge6XfRO51i41ylGGZHtN/DvyTdrv9\n",
       "V1ut1lvA3wO+/GyrZbFYLBY4P7t4v9fjp9/64lKW8Hq92BvBRVkmmP57YPTwxwXKrbdgsVgslsKc\n",
       "l128e3RMs9l8pstXLMvcYGq1Wr8M/Mqpb/9Su93+vVardQn428B/9rwqZ7FYLJZXj7nB1G63fx34\n",
       "9dPfb7VaP0o+hPcX2+32/7NoI61W6xvAry1ZR4vFYvlMY9vISZZ5+eEd4H8B/u12u/1ekTLtdvsb\n",
       "wDdO/Z1bwIdlt2+xWCyfNWwbOckyz5j+G/K38f5qq9UCOGi323/2mdbKYrFYLK8spYOp3W7/G8+j\n",
       "IpBPCo10SpxpJGKqHmcaArgQ1Km6PrFOGRSck5Rmmr1Bh4rrYcgtE0WQCNbDKhtBlQe9I46TYh63\n",
       "S2GDL9/8PL+QDPj77d/mk+5+oXINNyBULkpKOgUnHQNcqjTRJiPRKY4sPrvfk4qb9S0qjs/7hw8L\n",
       "b6/m+vzzRx9xs75xxswwD1dI3t24wsfHuzzqz7YpjFNRLtfqG/STeK5h4jS+dJFS0kkGw2O6eN6b\n",
       "MYajuE8nGeAKRVJCYusIyQdHO2wFNa7WNgpJeo3JJxzrrJxkV5CbHKSUDNKYeIY94zRSCKol5lmN\n",
       "SLTOnYlCUHGKHUuLpQgrM8E21pqBTiY+9BKBWeATb7g+G/4Tf5gSLp5S9JKYdIY92wyVMgdxnzjL\n",
       "X8MMHJfQcTmMenMnzTa9AE86aAxCCK5Um8RZjY+Pd2faAFyp+KnLb3KltoYSks2wxl/80p/m2zuf\n",
       "8nfe/60JJc84DpKL1QaxTnMtk85VP1LkLrlZ1Byfa7V1MgyJ0RwmmtDx8KWDmjOPSiFQUp0ck62w\n",
       "xmZQ5YPDHR7O0e+M6pSHZsR+1OVR/5jXGhdo+uHMco7IVUeJyVBS8lrzAperTb63d59oxjERCG7W\n",
       "NwiVi8bQ1wlJpglwcYScqWkSCNb8J0qiKNMkWbZQSTRIY/ai7sQNgSMkxoBmdnBIQA1DLNUZd7sH\n",
       "HER9rtTW2AxqU8sYY07O9fi1VEQtFCiXwHFOjCdV18fPNN0knnuDV3E8/BmKpFnoLKM/HnwGjmKN\n",
       "X8JuYbHM44UHkzYZ3SQiytIzH5/RB0oh0Kd+6grJxUrjTKMihMARiroXkGhNN40mSvaSmP2oM7Vh\n",
       "N8CaXyXJ9IRDDyB0XKpOQEY2URdDHjxvNS9yGPe53zucKPeFzWu01i+fkXq6yuErl27TWr/EP/n0\n",
       "O3zzzncnfr4d1nGkPOMJHH1dc32SNCU6FeS3G1v4yjkTyv00pk9M3fVxUGd6GL50iLMUnU3OlxBC\n",
       "8MbaNlfTdb6zd3fCYecgCV33jDrKAHe7B+wOOlyrrfNGc3vSGQcoqaYGcuh4fGn7Jo/7HX5w+Gji\n",
       "3F0M6qyHNTIzeQ5Sk9FJInzp4CsHJSfVOnUvwFfu1OurN7wZyiWuT85RZjJ2Bx2O4sGJp3B8e8DM\n",
       "3pMrJKnJzvysm0a5OsvvcL2+STh2TaRa00+TqX9vnqzVEZKK6+OcCmQhBK5yaEpFpNMzowGeVISO\n",
       "V2p5FmMMA50QpemZsDMw9B7mYe/PkdhaLIt44cHUTWPCbP7kMY1BkN/1GgwXgjp1z5/rwxNC4DkO\n",
       "jpIM0pROPGA36nAcD+beQWYYlJRcCGr00phBmrAWVDBANucOOcNQ9wLqXsDD3gEVJ+Ar27dp+uHc\n",
       "O8iGH/Jvvv4lvrJ9i7/3/j9nP+7R8AJ6aUyqZ2+vk0Q4QlJzfTpJxOVKk/WgQpplM3uKAMdJhCsV\n",
       "FXLrt68cMgPRnHNgyHuUP759m8f9Dt87fEDN9Ym1nuszHOiUHxzu8Ljf5XZ9kyu1NTzpkBo9s5c4\n",
       "2t5mWGM9qPDx0R6dOOJqPRfkzltDKspSoiwlVB6eVFRdn+pQxzSvx5FkGUkW42cZgVT00oj9qD/3\n",
       "mAAkJh9ylkKQmmyiBzhv3/Ie2ICtsM7V6nre2BdQcI3vgyDvFbkLhmiFEASOiysl/TQhNRlV18cp\n",
       "6cWLh8N2p0P6NNpkdNOYWOsJg7rFUoYXHkyLLvQRhnzRuMthg9oM+/c0pJBUXI8PD3c4Touv6aMx\n",
       "+I5L6HiFn3WNuF7b5Atb1wuPuQshuNHY5Bdu/Sj/6w9+t/CzrlFP4Uq1Sc0NSAs+k0gyzWHWZyuo\n",
       "FX4OAXn4boRVtgZVHheUrQIcxD2+tdvjYrVZ6vmMFJJbjc2pvZZ59HWMFE9CqShRlnIc9ws/M4T8\n",
       "mGTGoIbhVJQ409zrHuANl9soS90r54VUUlF18+Asuxhlmmk6JY4JDEM7FTieDSZLeV66xViWWeEV\n",
       "WHYB26W3V8RufhptstIhCPmQ0jKUW2ruCcveBS9zLJder3jJ873sCsnLnO+n2d4yu7fsCsnLngT7\n",
       "qMmyLC9dMFksFovls80LH8qzWCwWy2yeh118mkX8eVjCl8UGk8Visawwz9ouPs8i/qwt4ctig8li\n",
       "sVhWmGdtF18li/gs7DMmi8VisawUNpgsFovFslK8dMGkswyzxHLTy7zirIYTestiDIUmTJ6m7vrU\n",
       "HK90udHkzrIoWf6FcQEn+qcyBMpZ7rwJiVriveNlrxMpJGqJl7GNMUu9wr1MHYHCc9aeBcu+0q4z\n",
       "s/T+WV5tXngwOQXn4DhCUlMecabpJhG6xMRQgLfWLnKjtokviz1Wc4VCY9DG5I1jgWZHkE9e/d7B\n",
       "ff73D36fT4/35poKRmTGcBQPQAj+5Rvv8lpjq1BjXHU8rlaaVByPzBhCVUwDU3cDPr95lS9duMmb\n",
       "axepu8UmogbKpe4FfH7zGj+2eY01b7YHb5wr1TW+sn0LJeUwaBZfdoL8HGQYqq5PbWgrWMToPN3p\n",
       "7vOtRx/RiYtNDJXk87pc5VDzQoKCxzK/NuSYpqjYRypULpfDJsHwRqRoqGUm4yju8Ul3n/2oW1r0\n",
       "WgZjDHGanngCywSvIJ9kexj3STJtA8pSihf+8kPN8agqj0GWTp3dLxFnRJtxpoljXUpAKYTgSm2N\n",
       "C2GNTzp77PU7Z/x7kDc0mTEThoJFbrQR97uHHA1nyGuj+Y273+NS2OArF19jbYqaaGRTf9g/PhGn\n",
       "NvyQP3G1xc3Dx3xn/z4P+0dntuMKyXpQper4J72XbCg09aRCIKbqdHypuFJdp7V+6aQHuRHUWPOr\n",
       "3Ovus9M7nlrOlYpAuThjDrpr9Q22Kw0+ONrhTmefwZQe4rpX4VZjc8I0Pn4sUzPtDAxvCsZcc0II\n",
       "POWgkCRGzzRjKCE4iHonAtgo07y3e4cLYZ1bja2ZvWYlBNrkbhEARymUlHhSMdDJVDuGRKCEmNAP\n",
       "jXREIzXRtOvZFYqGH7LhVyeuhyLNdl/H9NIn7sTHgy77UY+LYYPKM5SnGmPQJqOXRBNC43nOPk79\n",
       "bPTzzBiO48FSbj7Lq8sLD6YTl1eWNwLjMlf/pEGc3qCMXHZV1yu8rIOrHF5vbnMhrHPneJ+jJJe1\n",
       "qqHzbJ7nLDEahUBIcTKUIoDDeMCDU/LWEQ/6R/zDj77N5zev8vb6lROZa6I1+3HvjCx2xI3mFlcb\n",
       "G/zR7l1+cPDw5K513a/QdEM8Z/qpGzWigXJJM01qMgSwHTZ4a+0iTb9ypowUgmu1DbaCOnc6++wN\n",
       "OmQYJILQyZ160xoUTzm8vX6Zy5UmPzx6zP3uQe7VUy7Xa+u83rww89zlnrlclZMO66yEPLnTnoZS\n",
       "EmkESkhinZ6EqCMkvTQ+uSk4zU7/mJ2h7Xy70ji5TpSQuRB2yt28EALXcXGUQ5QmDHR88nujG5RZ\n",
       "Nvlp4SuAuhuyEVQXKohON/xJpjlOBlPDQBvDvd4hVeWyFdYXuvMWkZmMQTp/6Zhp9TgdSKfJbyb7\n",
       "S9nMLa8eLzyYRigpqUofVzvEWYIrFX6B4ZQMw3ES4UlFxfFmLntwmoYX8rmNgAe9Ix5094kyPbWB\n",
       "Oo3GQJYP73WTmE+7ezMbqHH+cPcu391/wNcuv0nTC9kZHC+8S1ZC8oWt67zW2OL3Hn1MmunCmQj6\n",
       "9wAAIABJREFUd8YDnSDJg+xGbYNrtY2F5QLH5Y21bfYHeQ9KCFHo2VzTr/DFretcDBvsDo65Vd+k\n",
       "MSUAT5MBWaaHPQxTyIeXW7NVHpZa0k0jHkzpVU7jg6MdPuns8SMbV6i5QeHtBcMbn0Eak2ZnreGz\n",
       "GIVvoFzW/Wphx+PoutBZRicdzF2GZURXJ3Q7e2z6Vda8sPDn4GSbxky18RehyLIcI0Y3kzXPt4JX\n",
       "y0xWrl/tKUXdDQqF0jhxwWAZRwjB5WpzqQXO4kxzr3dQKJRGJJnm9x99xKMCoTRO3Qt5e+0SVdcv\n",
       "daeZAa83LnC9vlmq3HpQZTOol2o4hBBcra3x5e1bhUJpnLyHUe4OeuR92x2Um62eZprdfqe0k9BR\n",
       "ClequWswTSMDtkqKh0f0dFwolMbZjbrLvbADdJYIpVHZMmTkIWixzGLlgslisVgsrzY2mCwWi8Wy\n",
       "UthgslgsFstKsTIvP1gsFovlLM/CLj5uE18li/gsbDBZLBbLCvO0dvFpNvFVsYjPwgaTxWKxrDBP\n",
       "axd/GWzip1nJZ0znLS9xl3hdXJBPAC7LMk67kw0uQZSmS+lgyiqfYKiwWcIRCBRSN51GCoGzhElg\n",
       "2cmdy+p/ohmmikUUUTdNY1mP3jJHZVknYbZkOcurwcr1mEaT9cpM2pNCUHP9pT/IrfVL7A96/PDo\n",
       "UaF5Set+hQ2/xhvNi9zp7vNHu3cK1fWdjSvcqG2gpKKfxvTnzK4fYYwhShMC5fLW2kV2ekfsz7BF\n",
       "nCZULt85uM/DwRFvNLfZCGoLy0Q6ZW/Qoa/jhQqmcQZJwmHcp5vGrHkBDT8sNA9KIRBCkBmDEuLE\n",
       "mrCILb/Kml/lreYlPj5+zHcPHiwsI4A31i6yFdaRQ0FvkfOms4xkaJqYp1I6W06TZhnfP3hI069w\n",
       "tbZO1fUXllNCUHV91v0K3TTmYf+o0HXpC0XF9emmMdpkhCU0RYJ8ovQgTeZaH0YYYxjohIFOkULg\n",
       "S6eU0SEymjTuEzreQhOG5dVj5a4Ic+rfRVSHF/bTKE6kkGyGNRpewP3uIfd6B1N/z5cOlytNPOfJ\n",
       "5N+b9U22wwbt/fvc6e5PLXcpbPDO5lUqY+bwiuMRKIfjZPrM/nwmfkqk0xOPHsCFSoP1oMad413i\n",
       "GY24Jx0EnATfo/4x+1GPK9UmrbXLUxuCzBj2Bh2O4v5JOGRGn2iCZgVGqnNR5+FYucdRl66OaXoh\n",
       "dTeYeW5Ogm+4/9lQmGuMmeoxBKgol4vVJu5QxiuB19cucqm6xr/Yu8uj/vHUcpfCJtfrGzhjbkHI\n",
       "g3HWtkY9wEgnJMMeZDa0OThzQtsYQ5JlE+X2oi6dZMBWUOdafR055SZKABXHx1NPtEI11ydUmxwm\n",
       "/ZmTiSWCuhtM9B4HOiXONKFyC30+hBD59t1cGdRNYtIZ+xfrlEGWjh0TQ6pjEpNvb94NyfgNpzaG\n",
       "ThLh6pSK9ehZxliJYFrUO5r2c18qgmd8MbvK4Xp9g82wxkeHjzlOB8PtCy5XmjNn74eOy49duMHN\n",
       "+hbf3vmYro6HdXT40vbNM8LOEVJIml7ljAst1ZpYJzN7VI6UvNa8wHEScW/opwNwkLhKTS2XZJqP\n",
       "j/fY7Xe5Vd/kZmPrpE5HUY+DuDdVxDrS9pwODDOUcx7G/anb66dJ/p+b0PQCAvdJKI/+1rSGfZYw\n",
       "VwrBlco6FXf6siBV1+cr27fZHXT4vZ2PTxrNUHm8tX5pZjlNvlyFQEzYIBKd5g3wlH3LmB3aOsuI\n",
       "ZpQb2UIO4x6XKk22wvrJOQiUQ+C4UwNLScmGX6Xm+Dzud06uL8glyLMsKZkxdNOYWGtCxz0J5UUo\n",
       "Kal7PsnQ5P9EkaTpjzkKp+1fmml85RCqyd7aPJdekmmO4j6+cgkd13r0LKsRTIt6R+NWYzE2bPc8\n",
       "LmAxHEb53OYVDqIuu/0ua36lUACuBxV++mqLe919tMm4Phy2W4QrFRt+lW4ScRD1GOhkocctI2+M\n",
       "31y7yMPuYS7J1OnC4cFOGvFH+/d40D/itfoWKdmJIHYe44FxHPc5iPszpanjHCZ9umlE0wvZDGo4\n",
       "ShZ6BnIizBWCNb/Cml+Z2miPI4RgK6zz9Wuf45POHmmWsRkuHr7MG8xcWqsznQ9RpclCbZEeOyax\n",
       "jokzQ6+A1qebxvzwaIf9qMft+hablVqh69lTDperTfppzG7Uo6KKNeKJ0SSJxs+cwq7FkdHdkYpB\n",
       "ErMf9xnoxcckA/o6JckyAungD0cXinzGBzohyVI7vGdZjWAqiiEfujsP+aMUgo2ghkCUehlDScn1\n",
       "+uZS29Qmo5suDonT+MrlsEBIjPN40KHuBqUX/UuM5igZFAqlEanJ2I26bIa1Ug/mNQZpYH1Gj3MW\n",
       "jlRcq65zXPJYZhiiLJ25rMYsEqNJjSl97vaiLm+vXy7tJKy4PrHWpX1/kc4b/TK3c3LoJOzpcsck\n",
       "NdnMIdJ5aGMXF7Ss6Ft58zjvTr449y2W52UZ+Vi2mue5e8tva8mSyxY7x5N+3kNrNpYsL10wWSwW\n",
       "i+WzjQ0mi8VisawUNpgsFovFslLYYLJYLBbLSvFSvZVnsVgsrxpF7OLj9vDTvAw28dPYYLJYLJYV\n",
       "ZpFdfJo9/DSrbhM/TelgarVaVeDvAmtADPyFdrt971lXbBpl/HnPCkdK4pJCU4UAIRZOkj1NzfGp\n",
       "uX6hCa8jJILtsEGkUw4KOvQAfOWghMCVkqTE3CJPKta9Cn2dEJUQttbdAEdIUlNu9k3V9ZBClp6z\n",
       "4wiJKyRJyXPgSIUnnQkN1CIUAqUc4swpdUwC5WKy5a5oR0q0Lrdvgtwq4o4pj4qgpCRUbiG34wRm\n",
       "yc+sncc0wSK7+MtoD1/EMj2m/wj4nXa7/VdardZfAP4S8CvLVsBTxR5zuVJRcdxCJoVnSc0LcqNC\n",
       "GqMXfGAkAt9xCIaKmJGaZpGAUwlJoPJZ8pthjbudAx71DxcGYsMNuFrfoOmFvLt1jW/tfMKHRztz\n",
       "G0cBbIV1rlTXqLg+OsuI04S+juc2ICMf22ZQw2korkcbvH/4kIe9o7nlfOVwIWxwpbaGEpJ0eEwW\n",
       "NeC+dLhYaXC5uoYQgijNhaGLwn7UEEopqbtBfg6yxeVGzjwlFTUvGG5vsYEjd9Hlup+aF3IQ9TiK\n",
       "enMnlyoEF6tNWuuXCJ3pqqRFVF0fTzr007iw+NaQmz+8TBGW+Cw5UnG1usZB3Ocw7i28kXGlIpAO\n",
       "nnJKCZkdIQkdr/Skb8tnj9LB1G63/4dWqzVKk5vAdHNpQULHp+4GMz9gSkgCx8V/gYoSTzm4UtFP\n",
       "E2KdMO1jOc3dN6p3L42nNsSCvOEet0ALIbhWX2e7UueT4132Bt0zvQVfOVyqNLlUaZ6Uc6XiJy7e\n",
       "5o3mNt/a+YR73f0zjUHDC7hUWZvQ9CgpCT0fV6uZgVF1PNb9KpUxM3bDr/DlC7e4293nw6PHHJ7q\n",
       "rZ0OwBGOcqhKhStTIh2faeQkuXHjRn1jQkvjO7mMtD88ltMautMNoBCCwHFxs+G+ZWfLyeEM1/Eg\n",
       "EUIQuB6OUsPQPttT8KRDoBycMUGqoxRblTpV1+cw6nI8pee77ld4o7nNhUpjyh6Uw1UKRwb5vqXp\n",
       "1F7ltFCIM00caypD9Y8sqCha9ys0XJ/dQZfjZHDmcyARufPvlCppXCk27bxJxMlnxXryLLAgmFqt\n",
       "1i9ztjf0S+12+/dardY3gXeBP/W0lRh9wCKdnjjK8kZ7daSOuQrGOwmakSR00V3eyL3nS4d+mpyI\n",
       "SRf1AD3l8MbaRQ4GXe529zlOIhSCjbDGjdoG7oyg3giq/EvX3uaHhzt8d+8e+3GP4KTXsj6zEZoW\n",
       "GJ5UNL3cUzftHAghuFbb4HJljfcPHnKnu0ek06kBeLqc7+QW6njMS1d3A67V1mn6lZnlKq6fB1Ty\n",
       "5FjOE4RCHr5V6eNqJ/exDcvNM4tD3lNwPJWXSxPiLB32bl38Oddl6HoEjksl7nMY5XLcULlcr2/y\n",
       "evPCM72ehRCEjje8vmKirNgxAeilMf00oebmmq8i9VJSsV1pUE8Ddgfdk9AOZB5I85yS0wLKV8X9\n",
       "fZZXB/E0XqpWq9UC/o92u/3Ggt/7BvBr0372zW9+k2vXrp18bYyhnyb5M5AV1uDHOiUzGX5BkSaM\n",
       "LaQnmGmEnlXufveAuhdQ98LC5dJM8zuPPqLq+qWGjHSWIYxhPaiW8rgdxwM+7uxysdJYKFydqKdO\n",
       "aHgVrgyH7YrSHzasZTBDp11U8rmhMYY4TVBSFbZ0Q34OdKZ5o3mRwCl+zpcl0ZrOmKm+KK5Q1Dy/\n",
       "1PE3xrA36JJkurR01RGSiuOVOpafIc4c5Hlt5F/+W3994TOmP3njnZfxGdPMi22Zlx9+FbjTbrf/\n",
       "NtAFFj7tbbfb3wC+cerv3AI+PP27o57JqrOM/XjUU1im3JXaeulyjlS80dwu9VIE5D2MNTcsfWNQ\n",
       "9wJu1DdKvUwB4Ch3YliyKJ506FMumIQQOEIRUS6YhBCErl/+JQypuFnbOJdQgnz0QSSi4BKIT5i1\n",
       "9tI8hBDUPZ9OUn6FXrdkwH/WKdNGvgos8+Dm14G/2Wq1/kNAAf/Bs62SxWKxWF5llnn54RHwC8+h\n",
       "LhaLxWKxWCWRxWKxWFYLG0wWi8ViWSlsMFksFotlpbDBZLFYLJaVwkpcXwKMMUQ6xZGy1LwigFB5\n",
       "HInBQi3SaZaZ7ijInXh7Ua902eNkQNMLS70y3ktjYp2WenXfGFPaYTii6YUcJYPS5Y+TiMBxS83t\n",
       "WpY006VfFQdQS05wFUiUEAt1XacpYps4jTGGgU7w5GrPceynMWmWUfeCZ/L3ZtnFR0bxl9Eevggb\n",
       "TCtOovWJrkmQz58qM1O+5vmEziaHSZ/dweILOFRurkiinIAzHNoQpMideo/7Hbp68fwWST7nZmfQ\n",
       "oZtEbAa1hXN+Eq15HOW/b4Ag0wutA5A32rmaSCOG255nfhhRVS5bYR1XKtb9CsdJn50CxzI/hoKj\n",
       "ZEBfJ6x5YenwLUo+Mf2JrqnouRNA1fFLi11HuErRkCGJ1nTTaOE2naG9Q5UM6XFXYkR64qRcJWNE\n",
       "mml2B106Q13TcTJgM6g9tU5tml38tFH8ZbOHL8IG04qSZdmEYgbyhibSKUmmh/LQYm4xJSUbfpWa\n",
       "4/O4f0x3ivvNEYKaG0w0GIscZ3k5RdWddAR6yuFytUk/jXnQP5p6Ny2Hf3l8wmpPJwy6B9TdgK2w\n",
       "eqaHYYxhL+pyFA8mvIqDLCXO9FRP26hcX+eN9qiUIffjyeHeTesDKSG4GDYmbgSUEKwNvYG7/S6d\n",
       "dLoJftSLGPVekkyzM+jQSSI2g+rS8tZpTBPcFgmlQLkEjvPUPTkhBJ7j4CjJIM0lvWd+h+UCMM30\n",
       "hH4KICO3wyRar4T01RgzVXDbTWMGnX3qXi4/XqaXCNPt4p9Fo/g4NphWjNFwxSwpJ0BmDN00Jtaa\n",
       "0HULD+/lgbFGL415OAyM0fCbO+dvTBemirmOtZHX7qba5Cjp83ish/Fk6OfsX84wHCZ9+jqm6VVo\n",
       "egFCCLrJgN2oN9NKnmHo6YQkywjU0Gw9VEANsnSmgXt0jE8PR20FVRpz7BeedLhUadDXCQ96Ryeh\n",
       "MOoBzhra6uuEe90Dam7AZknl02mmNdpFcISk4nooIZ9pj0MKSei4eErRSyLS4TFYJgBP9wCnkZqM\n",
       "42SApxXhKYHyedFPYnaj7swlQTR5aPXShHUvpD68ni3zscG0QuhM002KL2OQGE0S572nsKDGaSSV\n",
       "vak2zxjBC5Unb5RD1yt0B6ikZN2vUnV87ncPSYwu9DwizjQ7g2M6cT8fRy8wLAjDY5Jq3DRBCEFc\n",
       "sNEehXQgXbYr9ULPrYQQVByPm/UNHvc6dNKokLIog+HwXszFsLFU76mXRHMb7an1hROj+PNqHEfK\n",
       "p7qXD+9JKUoHYKJTeuniJUdGxJkmjQf5vjnn16Q97B1xXNBLGGcpDwfHHKcRV6trz71uLzs2mFaI\n",
       "xGSFQ2mS8o2MkrL0gniQ93H8gksljOMpB0T5NeD6WbrUixgJWekV6gxQcd3SHkQlJEKK0h69JMsQ\n",
       "S+1dXrbsKw4GcM9paYnR8N4yJJku/YJJhuG8OyK9dP4aZrPKWBazuq+2WCwWi+WVxAaTxWKxWFYK\n",
       "G0wWi8ViWSlsMFksFotlpbDBZLFYLJaVwgaTxWKxWFYKG0yvNOWdai/P1pZj6TqWfQ/+6Te4bMFz\n",
       "wyx7TCyvPDaYVghPKLySJgCJWGr+hs4ysiwrPYvGWUJfY4wh0Sm+UKXKS6Du+DS9sJRbTQnJmhvS\n",
       "cINSF7hEcBwP8vkpJRpVnWlcofBEuXPnCkU/TdBZ8Tk7xhiSTJeW8kI+222QxkuVLUtmMvppQqzT\n",
       "0gHlKQe35LFcVkL7NDS9Cm6p61nQdMPnWKPPDnaC7QohpaTmBRPi1nn4JYWukOuMojSZqVCZWTcE\n",
       "gePglxRn6iyjl8QkRuM7Lk6mGOiUKEvm3vOHyp1wyq15IY8Hs910I2qOz2ZQPZkk20gD9gZdenP2\n",
       "d1zomhnD3e7Bmb8zjZH1vZfGIKDm+gsVSJAHZyAdfOVghOEw7k9IcGehM5039lk5BdHIdWggP/Y6\n",
       "per6uDN0Uk9DfhMyJnTVIwWSjxKi0PYcqah5klin9HUyN0gl4oUJXTeCCg3X53GUOxDnXc8V5bEZ\n",
       "VBcKiqdx2i4e+B79Xnlry8uEDaYVxFUKRwYznXmukISOh1NCXjm60+4mcellEXylqDj+MwlAJSVV\n",
       "6eFlikGanFEGuVJNtXC7QzHscTJgf4ozz5cO60GFuju51EDoeFypuhzGAw7iHsmpRn3kyDttGe+k\n",
       "EZ1OxIWgSv2UM88YQzo8luPnRgiB77h4xjkjjYU8IHzpTDWh93XCQCdTA2MiAGcwT7R7+vsG6CQR\n",
       "jpBUXf+ZOOZGy4n0pii1UpNxFPdLOfNOjqVyTpY3Ob0fnnxxjrwRjlJcqjTpJTF7U5x5nlSseRUa\n",
       "T+HIG7eLn1jFbzY/c0bxcWwwrShCCELHw5MOg6FlXApRyioOeYORGTN08BW70x41co6QVJYIwDTT\n",
       "dBYEoCsVjitPehiZMdTdvJei5gxn1t2AmuOfWMYN0BgKUWcdEyEEa35Iw/N53O9ynAxGtV3o7dsZ\n",
       "dNmL+lwK64SOlw9RJWcD9fT2Ko6PJx36Ou/heEIRKHeuCftJYOTGdinE1ACcVRaenLsiy16kJuNw\n",
       "LDAExXo0E9sdGtRnWcXHGeiESCelLOMjt6OvnBNhrRremHkv2Co+TsX1CB2Xg6jPQdLDZOapreIj\n",
       "xu3in3Wr+AgbTCuOkpKqF+BrjZLlbdD9NFnYYJzGAKFyCEoOEwJ0ksGE+n8e4z2MiusTFhzmEEKw\n",
       "GdRouCFgcAu67aSQbFfqqL5gLy6+mKE2GXd7h6y7AbLEM0BHKmpCorOs1LlLjeYw7uMIcWLoLoo5\n",
       "9W8RBjoh1glNv1JqW8CwF754HaYRhrw3WjEuQUHxMOTHsu4rEq1xlvgcnAdCiLzX7vloY556HaZX\n",
       "GXvkXhLK9FrGWWY1UwBHLif7zJbYnBBiqQ/xsuvwLDv0kxiDX7KMEAJXqaXOQtlVYZ+G5be03BW2\n",
       "7PZe9NpLRXCksg3rU2LfyrNYLBbLSmGDyWKxWCwrhQ0mi8VisawUNpgsFovFslLYYLJYLBbLSmGD\n",
       "yWKxWCwrhQ2mJTDG0E/jfP7GiosqfeWW9o4B9NOIRJdT3wBUHBdR0sAXKKe0BNUYQy+J6C1xDmqu\n",
       "z3rJOTtKSJp+WNplqIYTRMs6Bl2hqDp+6cmZvlRUHa+0AzFQ7lIvfjvDicNlEICryjc9aabpxAPi\n",
       "U9aPRXSTmAe9QwZpufl8lheHfd2+JPHQY6eH2pVEawLHxS9hYzhPHCmpeX4hGwM8MQakxnCcDPB1\n",
       "rn2RBef+uMqhKRXxAoUOPGm0lSg3YTJKEwY6fXIOsoxAOfgFJ+g6UrHpV6m7ATv9I/oLGroLQZ26\n",
       "l9fTGINvMrpJtFCGWnV8vKHhwJVq0iE3A4Gg5no4Qy2Rq9RCHRGAFILa2LF0lSpkYxhZJpad2yWl\n",
       "pCK9XB2URAv9jkWcgKcxxtBL4xMNVZxpXJ1SWaAjSrVmJ+qcTADuJjF1N2ArfHobg+X5YoOpIDrL\n",
       "6KfxGYFmhjlxeYWOt5ITAPOGahgYaUpPT2/kpmlsokyTxINSokwpBIHj4ko5VToqoJSWZoTONL00\n",
       "OeO70yajm8bEWhO6Lk6BXs1oUu/V6jrdJOLh4PhM0NQdn82gNnFOhRC4QtH0wpmBEUgH33UnjOhC\n",
       "CDzHwVFyZmCEysN3nIlGU5wcSzX1+oPJABwhhSQcueamBMbpAHxaHCmpe8FME8QyAWiMmSlyTTLN\n",
       "cdzHUy6hM3ldGmPYj3ocxv2J/c4wHCZ9+jqm6VVoPoW/zvJ8scG0AGNM7jubIlMdJzXZUj2M80QK\n",
       "QeC6uGoyMMbt09PIMPTThETrUuGrpKLqyryHEUdkmFIizxGjodNoishznMRo0ljjK4ewoE5JCEHN\n",
       "Cwgdj8O4x27UwxWS7UqDcE4QTwuMIj3AJ4GhToSnrlBUXHeuI1DJXLg63lvzpUNwKgBP19ER4kxg\n",
       "LNNrKYIQAk85OFKdCHwFgqrrlTaZp8ORiWRODywj1yklWTp05zl0k4i9qMtgTi84zjQ7g2O6yYCN\n",
       "MYP9qjJuFzdpuWHMlxUbTAs4jgcLhyfGiTJNGg9o+OHK3o2NAsMMvXZFnyyMwrchgkK9EhjrYfgh\n",
       "mTHIgksfjDDGcBT3C+t5Rks7pFlGvcQdsZKSdb9KzQlwlCwcnKPACLMMWdDhlgeGou4FpTx64701\n",
       "bbLCQ6DjgWGMee42bikEoeudyIbLBuAgjemVeB6kjaGTRMSDDp00Lnw993TCoHvIteo6vrO6TeHI\n",
       "Lt7v9fiFt774mbaKj1jds7EiLLOo2mq/DpEjhEAggeKhe8KSPrxlFnMzLO+MK3tjMBpuW2Y7aokh\n",
       "XCHEUg7EUbCVRQrBUqtKLsmyAbjsQoZlbrJOtoU5z0OyFCO7+MgsvoqjMc+az/4eWiwWi+WlYuke\n",
       "U6vVehv4LWC73W7Pf2XIYrFYLJaCLNVjarVaDeC/AwaLftdisVgsljKUDqZWqyWAvwH8KvDZXnje\n",
       "YrFYLOfO3KG8Vqv1y8CvnPr2x8Dfb7fbf9hqtYDSk8wtFovFYpnJ3GBqt9u/Dvz6+Pdardb3gV8e\n",
       "htYl4P8Cfnbe32m1Wt8Afu1pKmqxWCyfVWwbOUnplx/a7fabo/9vtVofAn+qQJlvAN8Y/16r1boF\n",
       "fFh2+y8DL8Pr4jlL1vQc+8iC6UaKRRjyOVCrOpdsxGhu13kwcgqWPSbLlrMU51VrIxfxtK+Lvzxt\n",
       "8JKUFXAqIXOR6UvwIa66Pr4qfm8iyIWrs0wDzwMxZlMoXIahpiiJ0NkS87TOAWMMUZpwGPWI0/S5\n",
       "y4C1yeglMcdxnzTThbenM00njobHsrzUdxlCxyNQTqn7H08qLoZ1Gm5QuFFTQrDmVQpPFrecH081\n",
       "wbbdbr/2rCqyqrhK4ciASKcM0mSmlkhAKRXOKjBq9H3p5MohM7vhcYUq7KF71njKwZWKgU6IFqih\n",
       "4MndUpxp4rhPxfFWRrJrjEGbjM6YBLaTRjhaUnG90kLbItuLh/LYEUfxYKEaKhsGZ3/k9DMQx5rK\n",
       "UP3zPHt5Qggqw5umaW7EcRwhJzRZFx2XRhqwO+g+qfsUqo7PVlDFK3FjZjk/7FkpwMiLln9QnliO\n",
       "R7hSUXHmu85WGUcpalJOFWYqIUuZu58XQojchyadqTLTecN9vTRmoJOT3u+LCiidZQzSmGhKQ5ua\n",
       "rFBgFGVaAI4z0AmRTs7IdI0xc030vTSmnybPVAA7CyUVdU8R6YRBmkwYQCSCwHHwp/gMQ8fjatXl\n",
       "MB5wEPcmgs2XDutBhbobPLd6W54eG0wlmOxhxGSwEo32s0AIgT+0UfeHpm5PqZXrASopqXnBcPmR\n",
       "vNGdJ6AdkRnDcTzAk4rQcZHnGFCZMSQ6pbtg6QqYHRhlmBeA4xjy3prS+XUNYiiWXVTOcJxEQ/ms\n",
       "V9p/WBZfucMbkoRYp7hKEqr5omQhBGt+SMPzedzv0ktjaq7PZlBdqevZMh0bTEuQ9zDyO67P2kU+\n",
       "GkYJndV+ccBTConPUVJujnecaYSG6jneMfeSaOpyFbMYBUZDBEu59I7jwcLhznG0MRzF5efKJ0bT\n",
       "S2Lq/vM/lvl16Z1Z4mIRUki2K/WX4kWYWezv7uKHPv3eqzNt1AbTkrysF3lRXob9exnqaHm2LHvO\n",
       "X+ZrpXfc4SfWrtO82XwlzOJgg8lisVhWmo2tTZrNJs1m80VX5dywdnGLxWKxrBQ2mCwWi8WyUthg\n",
       "slgsFstKYYPJYrFYLCuFDSaLxWKxrBQ2mCwTGGPopTGHUY9+Gj93h9vTIIWg7gWl9DiOkATKO5f9\n",
       "MsbQT2OSJXx9FcdDzZlAOo+6F+CK4vOfJIKa49NwA1SJY6mEIHTdlb5GLC8n9nVxywmxTumn8Yn6\n",
       "JZ9pr3MV0BITPZ83QghcoWh6IfECs4KAp7IplCU3U8Ro8ySUiljSR2aKp9Fb5XYMf65aaMRpj2BD\n",
       "hmfceqc572NpefWwwWRBZxm9NJ4qy8x9awM8neuJlr2Lf56MdEqOVFNVPLl/zj2X5SV0lk11+cGT\n",
       "UJoWUHKou3pWLj8hBK5yaEpFnKb09GRozwrA/Fg6OEoSJQmDbNIL+axcfhbLPGwwvcLkQ025m23R\n",
       "nXycadK4j++4BFPEmauAkjK3Ug/lpRJJ1T2fMDXGlLafj3ie9nMpBIHr4ipJP0lIyQoFoBKS0PXw\n",
       "jEM3iRCI52I/t1imYYPpFaaXRkS6uMMtIx/ec6XCKfEM4zwRQuAMh/dGX58H06zzRai5/rksvaCk\n",
       "oupJDBTuOY6OZeOcj6XFYoPpFcaYJRual+BZ97k3oksvBnx+9RRiua3ZQLKcN3ag2GKxWFaYV8kq\n",
       "PsIGk8Visawwf/KNz78yVvERNpgsFotlhanX63MXRfws8mrtrcVisVhWHhtMFovFYllSo9aEAAAF\n",
       "uElEQVQpbDBZLBaLZaWwwfQKI5d9C9i+PXyG5a0SL8G79+eMzrT1773i2HlMrzAV10cJyUCnE063\n",
       "WSghCRwH5yk8bp9VQtdDSskgTYofS+XgnsPk2peFzBgGacJAJzhCnZu1w7J62E/FK47vuHjKoT80\n",
       "F0y7TxWArxxCx7OTLefgKwdPqrmaJ3ssz2KMIck03SQ6OWap0RzG/XP1HFpWBxtMFoQQuWNOOfTS\n",
       "ZELm6kpF5Slt168S+bH0hsdyUozrCkXourbHOcQYgzaGXhKRzuhlDnQe8lXXx5XWZv6qYIPJcoKS\n",
       "irqniIbLXXiOg2+HmpZCSUndC4h1SpSmeErhO+6LrtbKkGUZA50y0MnC3zVAJ4lwhKTq+nZ47xXA\n",
       "tjqWM/iOaxvRZ4SnnHORtL5sRAVDaZzUZKRGo+w7W5957Bm2WCwWy0phg8lisVgsK8WLHGNQAA8e\n",
       "PHiBVbBYLC+CQZostX5V6Lp48uUeGv36179+C7jTbrfLH4BXhBd5hi8D/OIv/uILrILFYrGcOx8C\n",
       "t4GPivzy17/+9dvtdrvQ735WeJHB9DvAnwDuA8WXUX3+jC6aVWWV62frtjyrXL9Vrhusdv1m1e1O\n",
       "gbJ3hmWL/O5nCmHVH5O0Wi3TbrdXdrLEKtfP1m15Vrl+q1w3WO36rXLdVhn78oPFYrFYVgobTBaL\n",
       "xWJZKWwwWSwWi2WlsMF0lv/qRVdgAatcP1u35Vnl+q1y3WC167fKdVtZ7MsPFovFYlkpbI/JYrFY\n",
       "LCuFDSaLxWKxrBQ2mCwWi8WyUthgslgsFstKYYPJYrFYLCuFDSaLxWKxrBQvtz/+OdBqtb4K/Lft\n",
       "dvvnXnRdRrRaLRf4n4GbgA/8lXa7/Q9fbK2e0Gq1FPA/Am+Rr4T9n7Tb7X/xYms1SavV2gZ+D/h6\n",
       "u91+/0XXZ5xWq/X7wOHwyw/a7fYvv8j6jNNqtX4V+NcAF/hr7Xb7b77gKp3QarX+AvBLwy9D4AvA\n",
       "xXa7ffTCKjWk1WpJ4H8i/0xkwH/cbrfbL7ZWLw+2xzRGq9X6S+QNrP+i63KKXwR22u32TwM/D/y1\n",
       "F1yf0/yrQNZut38K+C+B//oF12eCYbD/DaD7outymlarFQC02+2fG/63SqH0s8Afb7fbPwn8LPDa\n",
       "C63QKdrt9t8cHTfgd4H/dBVCacif+v/bu3vXKII4jONfFUQ9NBaKIApWeQpBBa1jpWIrtkJSRWKR\n",
       "TjBCEBuLgIUWFirGgCIo4gsWHsQQNY2tjY8vf4CgpDEkiorFzOl5nFjOLPw+cLB71QO3s8/tzLIL\n",
       "tPKYOE9lY6J2UUx/ew8cA2p7GvBdYDJvrwaqesGY7YfAaN7dBSyWS9PXFHCF9IqV2uwFNkh6Kmk2\n",
       "X7HX4jDwWtID4DHwqHCeviQdAHbbvlY6S5dlYEDSKmAA+FY4T6NEMXWxfZ/KTvoAtpdsf5G0kVRS\n",
       "Z0tn6mX7h6Rp4BJwu3Cc3yQNk6422/mr2v50LAFTto8AJ4FbeRqoBluB/cBxcraycf5pAjhXOkSP\n",
       "BWAd8IZ0tX65bJxmqWUAhP+QtBN4BszYvlM6Tz+2h0lz6lclrS8cp2MEOCRpDtgH3JS0rXCmbm/J\n",
       "J3zb74DP5Lc7V+AT0Lb9Pa/LrUjaUjpUN0mbgUHb86Wz9DgNLNgWf467tYUzNUbc/NAA+UTaBsZs\n",
       "z5XO00vSCWCH7QukKYyf+VOc7YOd7VxOo7Y/FozUawTYA5yStB3YRD1Tji+BceBiztYiFWdNhoDZ\n",
       "0iH6aAGd9a5F0s0ja8rFaZYopv5qe7LtBGmeelJSZ63pqO2Vgpm63QOmJc2TBuC47a+FMzXFdeCG\n",
       "pOd5f8R2LaX+RNKQpFek2ZUx27WNjUHgQ+kQfUyRftcXpDFxxvZy4UyNEU8XDyGEUJVYYwohhFCV\n",
       "KKYQQghViWIKIYRQlSimEEIIVYliCiGEUJUophBCCFWJYgohhFCVX4+TYIANUqwPAAAAAElFTkSu\n",
       "QmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19267048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# hexbin plot with marginal distributions\n",
    "from scipy.stats import kendalltau\n",
    "sb.set(style=\"ticks\")\n",
    "\n",
    "rs = np.random.RandomState(11)\n",
    "x = rs.gamma(2, size=1000)\n",
    "y = -.5 * x + rs.normal(size=1000)\n",
    "sb.jointplot(x, y, kind=\"hex\", stat_func=kendalltau, color=\"#4CB391\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1a053f98>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAwYAAAFiCAYAAABMPM+xAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmcZNdd3/3PubX03j3TPT27JMuyfIQthCXLNtjGq4zZ\n",
       "7UCIMWACZnuZxFmAh5A8IYbkRUiexBAeJywxEBYHGww2jwnBxnZshIUsr7JsyTrSjGY0mq2np3um\n",
       "967l3vP8cW6tXb1Nd3VXdX/fr9dMd1XduvWrW9VVv989m/HeIyIiIiIi+1u02wGIiIiIiMjuU2Eg\n",
       "IiIiIiIqDERERERERIWBiIiIiIigwkBERERERFBhICIiIiIiqDAQ2TBr7bdaa89aa/+wTft/lbX2\n",
       "E+3Yt4hIt7PW/oK19h27HYfIXqbCQGTj/j7wS865t+x2ICIi+5AWXhJps+xuByCyWdbak8D/BPqB\n",
       "BPgnzrmHrLUvAn4lvf4q8BPAFPAI8CPOuf9jrf0I8EHn3G/W7e+NQPNZqMedc2+u2+ZHgTcAr7XW\n",
       "JsDfAL8OjAGLwNudcw9ba38PmAdeDhwA/hnwFuDrgD93zv2MtXYY+B3gBHAcuN8594NNz/E5rfa/\n",
       "hcMmIlK1G5+j6XZngfcB3w6UgX8F/AzwHOCnnXPvt9beCfy/wCBwGHinc+5dTfv5ZuAXgRxwBvgx\n",
       "59z0lg6KiKjFQLrSW4G/cM69CPhZ4GXW2hzw28CbnXMvJHyxvds5N5du/+vW2n8ElOu/zACcc3/u\n",
       "nLu76d+bm7b5beBDwM87534H+H3gZ9PH+gnCF13FMefcC4B/A/yP9PYXAD+WFgXfCnzBOfdS4LnA\n",
       "N1hr72l6jmvtX0Rkq3b8czTlgQvOuTuBLwA/B9wH/ADwL9NtfgT4d865FwOvAX4pvd4AWGvHgV8G\n",
       "vsk5dw/w18B/3I6DIrLfqcVAutHHgA9Ya+8G/hL4b4AFng38hbW2st0QgHPuE2nf/V9Kt2tgrf17\n",
       "hCS+nnPOfW+rB7fWDgIvAv5H3WMNWGtHCV96f5Vedw74inPuanq/aeCAc+591toXW2v/GfA1hFaB\n",
       "gbr9D6yy/4POuWvrHRwRkQ3Yzc/Rymfk08B551xirT0HHEyv/2ngW6y1P0doba18Pla6Er0YuBn4\n",
       "ZBpnhtCqISJbpMJAuo5z7u+stc8jNEW/CfghQlP0U865uwGstRFwNP3dEL7IFtKfE037+yDwwU2E\n",
       "kAGWKo+VPsZNzrnp9EuqVLdtuem+xlr7duC7gd8CPgo8n/RM2Dr7V1EgIttilz9Hi3W/xy1ufz8h\n",
       "0f8LQmvpm5puzwCfcs69IY2tl7SAEZGtUVci6TrW2l8G3uKc+wPg7cDdwOPAqLX25elmbyX0nwX4\n",
       "SWAWeCPw29ba/q08vnNuBnjSWvv9aTyvAz6Z3mxWu1+d+4Dfcs69N738AuqKdOfcbNP+76vbv4jI\n",
       "lu325+g67gPe4Zz7C+BVabwRtc/XhwhdMG9PL/9r4P9pYzwi+4YKA+lG/w34bmvtF4EPAG9zzhWB\n",
       "7wHeaa39EvCDwFuttbcC/zfwj5xznwU+AvynbYjh+4EfTR/rl4B/kF7vqTV31/9ef/m/AO+w1n6a\n",
       "0PT+F8Czmrav3/+/r9u/iMh26ITPUVj5GQnwC8CnrLUPAHcAXwVuTW/3zrkJQtHyJ9baRwhFzU9t\n",
       "Uzwi+5rxXrN/iYiIiIjsd2oxEBERERERFQYiIiIiIqLCQEREREREUGEgIiIiIiJ00ToG5XLsr11b\n",
       "3O0w1nTwYD+dHKPi27pOj7HT44POj7HT4xsfH9rIlLiAPje3g+Lbuk6PsdPjg86PsdPj28zn5n7X\n",
       "NS0G2Wxmt0NYV6fHqPi2rtNj7PT4oPNj7PT4NqMbnkunx6j4tq7TY+z0+KDzY+z0+GTjuqYwEBER\n",
       "ERGR9lFhICIiIiIiKgxERERERKSLBh/fsOIy0UMPApC85Bsg37vLAbXQHGMmizlzGgB/622Q2eaX\n",
       "KS63d/+7od3PKd1/8UofjB3fG8dM9o1y7HnsYljl/nnHDdnMzo/D2+0YdvvxN6sT4l0vhq3G2AnP\n",
       "sdvpGMp229vZTXGZ7B+/B7O4AEB09jTlN/1AZxUHzTGeOYU/chQzMwOAP/sU8StejTn3dLh8620A\n",
       "N54Ex2Uyn/goZnqqtv+XvYLoc58Btql4ak7S14s3LYwW+/PwtS/c/OO3ek5bPWb1z+HmW8j8zccx\n",
       "ly+xlInIjB8hfs3r197HThdf21247MXicR8qxZ6Hn4556HRCsQzGwOMXDd91b2ZHE4hy7PnA52Ku\n",
       "zIYEZqdjuJHHryRcwzMFTg76jj9ey8WEjz2aAHDf8yN681vrELBeDFt9TbfymsDGkuCNFja78Rpv\n",
       "h93+u5K9qbu+7TeZrEQPPRgSbhP+SMziAtFDD5J846vbHupGrYhxYR6eOQdR+FA3cUzmL/8/TKkE\n",
       "gH/qFOAxE5fD5TOniF/52g0nwebMaczUVSgWw+XJK2Tf+/uYQiHEc+YU5e/5PsyF8xva3wrNSfqZ\n",
       "U+DBXL8WLjcn7SdOkv3T92IWFygB2ce+urHire69QBKHx6scw6mrZP7ig0Qz4TGT0w5M1HjM1krs\n",
       "m5/DI18gmpoCH750o8UlktNP4J/7vI3dv1WhEpe3ryWr7vEK2YjM8MGVj7fV4nEr+5Nd8wefWODx\n",
       "8wnzy5DLwMEBuDIbkqG7brrx5GGzCdpjFz1XZj0m/Rvdjhg2E2OSbO7xy7Hnzz4b8/SUJ5NZ5OQB\n",
       "+O4XbW/CtdYxbHW8Hj4Xc/l6uL058V8uJrzrozFzy+HyVy/G/NgrEz71ZOvt13v81WKoP2ZbfU03\n",
       "e//NJsGbKWyy2SVG+33XJdW78Xcle1/XfLv7cpqsTF2FYgH/5YeJv+0NKxOq+oSRpPXOOvlsqPdQ\n",
       "LFD5s/aFZUz/APQPAGAuX8QsL1U3N2fPwNwHMeU4bN8qEX/162rPMYlhbhYTl9OH85ikdpzM/ByZ\n",
       "D/wxJpev7a9cwjzzTLh8883Er/u2VY+ZOXO6MUm/fCnc0NsXLk9dJfOXf44ppY//mb/DzM+DAYzB\n",
       "LMyvX7w1J665HCQJpMUTcUy0OF/dPDp9CqIM4KvHbEViv0ahEV2/BuUSZDLhuriMmZhYtTBYcQya\n",
       "n/PpJzBXLmMWw5zPW23Jqn88Y0z6eHXFZPN7YBP7q8V/4/u7YZ38d9olLk6XMYSPlUIZFgvQ37Ny\n",
       "u80k+t1wlrI5xlwmHAOzwRC/cj7BXfbECRjjccvwpXMxuWxIrrd6tnqzxzBJ4COPeArhI4SvXox5\n",
       "++uoJvsfezRhbrn2/GaX4L/8tSfxrbdv12sYJ55HnkmqzxnYtjPyj130TMx4ltOP+YmZtZPg9bav\n",
       "T6qNMVyZTfjy+YRMZKrxd9J7WmSntP2b1lr7EuA/OOde3XT9dwA/D5SB33XO/fZa+yk5h5m6ipmf\n",
       "CwnD4gL85Z8Tf+ffryUMzQnjyAi+v7+agPn+AZJ7X0zm4x/BTISE1T91ivi1TWePdzAhSV7yDURn\n",
       "T1e7EvlsFlMuV2833uNLZVhOTwWVShDHYNKzP0mJ6Po1/NBI2P7ypfAtkoRCwSQJ5sxp/HNsbZ9Q\n",
       "S/rieEVM0fw8fnQs3H7xQmjFqNz3qdMk7jH88+7a+JP0vha/TzDFQq1QWFoKZ+J9/UFJ1nwNqq0e\n",
       "pbTVI4lhcRGTXvb1+6rus+55JkXMpUu1xD4uk/n4h4nOnws3jxxsyCJ8NgelMibdsc9k8UeObPz5\n",
       "FwuNz/nCeUxhORQa3GBLVlMhUykok3IUYq1/vOkpzJOPYyYnw+abbaFojn96asV7qjmmLf/dtGq1\n",
       "2IliZI/xHpZL4RSJ97BQhJsP1ZI2CEnin362zLmr4fJjF+CN92R4YiJc3sjZ7PXOUj7vuOHxi6aa\n",
       "iB4eNg0xbLfmGItlTz4HpfLGHv/8tKcc1xLtcgyffNzTkw2fI1s9W11NWtOP+uak9XnHDY9dgHNX\n",
       "w/0zmVDYVeKZWw7FwLffXWsF8L722Rf78DWRqSsU6rdf7TV83nGqxcxzj7Dma9b8mh4agicueSbn\n",
       "QmHw1QsGj+fqHC3PyG/2PREnnuuLUEo/ypdL4brNbF8sJzwSznGRNN3Xe/jMUwnp+ZuOKXjX6u60\n",
       "039Xsj+09VvWWvuzwA8A803X54BfAe4FFoEHrLUfcs5dWXOHxQLEdUnz/Dzm9BPp2WBWdimZmSG+\n",
       "+0WYRx8JN3/bGzHPPI05d7Z6xpxzZzH1Z493IiFpSqDKb/qBarcSkjKZrz5Wt7EPzys9A+6zOTwm\n",
       "JMOk+XQ2V9s8SRoSeZaXw9nuiiiDHxquJdXLy+G41j9iZDDzs+FCofE2APPlhxsLg6b++P6pU7XC\n",
       "6/BhzMRELf58HvoGavdtcVz96BiZj/1VrTvT6SeI7/uWsG1cxlw6j7k+DYmvtjT43j68Ca0cpkXM\n",
       "K9W1kjz5ONHpJ6vfqlHhMsnho9WiyR87Ht53Fy9iDPjjJ/G3PXfVPftbb8Offar2HhocwqRdt25Y\n",
       "/QD1e19M5oH7GwpgisuYxcXwfsjlYaDuGCcJmQf/thpDyxaK5tewIf5BTLHuPdRKXF6/4N6EFa0W\n",
       "qxUjsqaevKGUJogmgv483HEsakguvnw+4cnLtQTqiUvwe5+KSRshtyVBymbCPnZrkKQx8OJnR2ue\n",
       "Da7vo3942JOLoJAeg8hAuQy9udWLofW6LtWfjS6VE64tQpx+DC1F4bpK0vrcI2AwYFZPfBMfzs4P\n",
       "zxR4+e3w2TO11zAy4eMxTu9u0u3XEieeP/tswtNTYbuvjhnecE+0aoHY/JomiedTTyTV5/z0lAcP\n",
       "A721M/L1xyybMXzn3VHDuIi13hOG8H1XKY58et2Gt/fwuTOecvq5fmgIxocMk3Me7z35LBRLEEXb\n",
       "1y1nOwZnr9Xdabf/rmRvavfpt1PAdwF/2HT91wCnnHMzANbaTwGvAP50tR3lrMU/8CBmYQG8x2ci\n",
       "yOaIHv1yrYtDLtfYXpwkZD7zYDg7C0Qf/GOSk88KRUH1jHljt5CWCUld8dGuM6HVs8XFZaJzT9da\n",
       "EPI90NuPrxQySdKQZJpMlmRwsNaVKJNp/LD0HnPxAv6OO6vx1yd9SblE1JyzlkrVbjktP3z7+hqf\n",
       "T31CePqJxvb6hQXI9+DTMRPkcvhcLryOgM9lMVFUO9VlDObMk+GseuW6p05hnnwcf/sd4dhdeCac\n",
       "DksD9MbA0mL1C2lDotqZNvPE443NDN7jTYTvC30ukm/4RjJ/dz8GH7Kr9R4nkyV+9esaEu3M/Z+o\n",
       "veYnTkJdVyLfPxDO4q+muEz2j/8wdLkCoicfD13LKi0OVyYg8fhcPoTW24/P99T+LpKYqFAM2QIt\n",
       "WijWG1PQHP/oWHXsSfUYnn5i7YL7RqStIEAodmTTXvn8Hq5eX8QY6EsPYSXxqbgw7SmWqXY7iRO4\n",
       "OgcHB1onSBs5S9kqIcpmzKaSrK0kVa1i/NqTqyeezX30B/KQy9bO0uczteNXUd9t5rlH4ENfTFbt\n",
       "uuQ9PHQ6YTbtBTrUG3L+6seeh8/WJa0PngpJ6kBP2EEce3rSeAAGe2G+APc/HpPNLmG8Z3QgXAeh\n",
       "EJxdrsVqDJw4uPaZ5iTx1e5TAO6y5/FLnhfcUlvRttVrUnlNK8dio8qxbzhmH/piwnfdu/rrHEWG\n",
       "g/1UW1l6syvfy2tt7xOYXaw1tk/Owsut4WtORAwP93L9+hKfemJzz2G957fV7lqtujs1Fyub/bsS\n",
       "WU9bCwPn3Aestc9qcdMwMFN3eQ4YWWtfJpsl/uZvx7z3DzCFZUyS4JfCF16l7c8kCb4nX+vLHZeJ\n",
       "6vvjz83B3PWQUFW662TX6RbiPdGjj9T2ucUWhHXPhOZ7G1oQ/Pg4mUcehmz6eEuL+EyEqeTFmQzJ\n",
       "Hc/HTIWkjdNPrHzQtIsMEJLWV7y61kJRKsLjjzbGCLXBz8nKD0r/rFpSuCIhPHsmFA6V+8/Ph+ea\n",
       "dkMhCd2Gqt1+hkbwiQ9JN2kLyPxCrSggdKcyTzjI5sKxq+/+ZEytcKkm7AZvwKSDhT2muv/Kdn68\n",
       "/jVf+aEaXblc3V30J/8zPL9Ki8K5p9cco1ApHuvPbtcf8+Ql3xDGQXzsI+Hyfa9fs2tP9NAD4b1b\n",
       "iXZ5CZ8k0JPeJ0mgsIyJk/BU4oTk7hdWW5LMpfPw2FdW3X/L9+S5pxvjry90WhTHZmICU9cyZcql\n",
       "NcdhrMfffAs8+Le1Arl/IFwnm/LC23r4/BNLaybxh4d99cxyRS7DqtY7S7laQgTs2DiGzZ5Jbe6j\n",
       "P7cMvXkYGYBMJiJLQk8uzPIEK7vNVBL5SqLa3HUpl4UrM7Uz+AsF6M9Bb6VHaFPSupgm+APpn3gU\n",
       "wevvMtXBx0cPwKdP1RLGmQXAwIH+8PgLy55sVHu8fIZqa8Vqx+fDj8Qruk+dn/a84JbK5bVfk+Zi\n",
       "45axSleicEa++b232TEDm+0207x9LgOXZ2oF8FIUPi7vuilifLyHS5cLPHHZb1u3HA0Mlm61Wx12\n",
       "Z4ChustDwLX17jR8/QrLPfnw15zPh+RxbrZ22qWUpffl34TJh1M7hS9+kWTmesNpm3wuS9LbC7Np\n",
       "V5neXkZf+HVEveET2B98AYuXzpGk/bHp68MXCkTpN6Wfvcbg1EXyz39+yxjHx4daXl9RvNJHIRtV\n",
       "Pyy89wwM95Efbzoc3/Wd4fZymYWJC8TnQ7cac2AEP1nXYmAgc+pxfCVx9CsT+eyhMUbS/R862MfC\n",
       "n3+kuj8GBsK3TnMBkKl0z1q5v56L5xh67SsBWPz8NUpxuVYIlEqwuFA7I5/JwNgYXAsvrxkdxV+9\n",
       "Wm2RyExfpX6AQeQ9UYsv8HwuIjNzlVKpAD15qCv4yGSgv782XmJgAJ/JwNXQadpUHr8yODmfZ2hk\n",
       "gJ70mBTu+TqWL5xraDUwPqkmv9XB3pUz9HGZvmuTmM8/EI7Hy1/O8l9/ovqeiS6do/87vxOTFnO+\n",
       "XGbxQx+t3m4e/BuMMSSltCXrc3/XsH2z+cV5Ymh4H5u4DJUB1vl8KJZ8aLqPyiX6B3vpuftuAJLl\n",
       "O5k/dxaftjiYwUGGv/Wbqu/54pU+liJgPn0PDQ62eE8CR+9tGR9A4dabWH70S7X3SxQxeOtN1WNc\n",
       "OQ4l5yhegUPWrvp8AYqPnmO5vw8y6fuop4eB61dW/bvbbuv9HXeLXMbw499ygM88ucznnixycCTD\n",
       "yGg/uYzh4TPhc+RaAQylhmE+vfmo+hFwfDTHK75ugFzT3+Wxo60f87OnCkwvLpHLhdduetHz9Gye\n",
       "R8+VuTgdTiCcnc7wg6+u7XN8fChMrZrGFCee6cXlhn2cn+/hRc9pMXJ6DavFCDQ8Xk+fwZhi9U/M\n",
       "mPARNtyffu77iPte0FtNruPE89GHa/HNLyeAZzAd3Ou9b9j+yUslLl4rVpPSyEBPT60r0cHBiEvX\n",
       "E9LGbXpycPxgplqIHB/Ncd8La8frs6cKoaUgDXio39CTjyiW0sJlJKIwFePT8zVRBEPDvYyPN56A\n",
       "qD8+XzO7zMPnFqvdkfJZeO7NvZydiarPeb3X5Me/pXZMX3Br+B6uv1z/Hhq4tszMUu3xCmUYGOxZ\n",
       "EWO95v03vyfX2r5YTviTTy1Vh5tFpvGYHDs6vOn9r2V4pvE18t4zPNzL+PjG38OvGPWcnV7g4nQZ\n",
       "7z03H863/FvsFHvlc3O/263C4HHgdmvtQWCB0I3oP611B18us/DpzxClyY1PPGSzDWeWSTxzi0X8\n",
       "yecAYG6ZJXPmTPWst48iyvl+ouWLmPTUjF8uMP3ZL1bPrvpbb4OXvrphYGfm4S8QVxIe7ynMLuEn\n",
       "a2dwK8bHh5hscX2DseNkhkaqs/X4o8dYHjsOq90vLpMplIjSfvNxbz9mYKg2biCO4dLl2ixDzV2J\n",
       "gPKznsPk5Bzj40NMPfR5Mk+eqm2fdvWpdLfywyOwvBwGmxK66TQcY6BYKHH1wc+FCwMjZDPZ2uDe\n",
       "KBPGKFQG6iYepqar+0smJhoGV9er9AmNY0/zCcvS/ALlycfC2XJMaClIR9v5np7QxSod4OxNBD6p\n",
       "Po6/PhPGNZg0we8fYG6hyGzlmB97Fpnbbq8NPu7pJZqba+jehA+j+QzhfVT88leqx7DwpUdCK8lS\n",
       "uv9imaXPPlw9425OOTKXJmqJ/bm0I3GlFeXSRMP2K47LLbc1vo9JW2AqhUqxEA5clKmGOn/mGWbT\n",
       "vwMAvuf7G1osCteXMGdCK4I/eozs9HTteBWLzAyNrf6ebBXjYpFsNtvQEje3WHeM67orZbMR8488\n",
       "umbLm5ldIhN7yKVforFndpW/u+22ob/jXbTZL9/Ll2f580/HoRvL+ZgvnCpy0xhMp3VlIU57mVWS\n",
       "YuDWQwnPGg/vr+cdT7g+Pd9q1y3NziaUy0lDQvTVs0ucu1o7e3ruSpH7vxSnZ2uHuHR5tnEWoWyo\n",
       "4ytn4L33zM4uMzm5xbE6qeaz36ODMNAD82liPtQLN43B1HxMNhsx2u+5ZbhYPTv+yDONzzEfhT7q\n",
       "pTTLPTxsGra/crVEue4cS+IhH8F8+jFeKCYs1T21pSI8/1hMf2/tNbg6OdcwMHi033NlNiGbjRgb\n",
       "gO+8G56YqI1hODdZOztejmFudpnJyVqrXnO3oFuG4TlHqA5Cv2kMPuOWOJOO/Ds0FPaz3mvyrLTt\n",
       "//p0sXq51d/U3GxM0vj1vW6M2YxZsf/1VLZ/5JmEkT6qLRS9OViYLzA5WWqIr37/W+nOdnLQV18j\n",
       "CO+Jk4OFTb+Hv/VOz2MXDcPDvZwcLGzqb3EndernZuU1fN+n4+9590+Ovn+34+kGO1UYeABr7ZuB\n",
       "Qefcu621PwV8BIiA33HOXVprByXnQt/6bC502yiXSPp6ofdA7UxwLl8biAz42+/AP30GKoNYT5yE\n",
       "fDYkdOmZSFMuE33hs5hKYZB2FaomaXEZf+7pNftX39jRqPt9jQXBKJeIzp2tJlzRtSmSg2O1rjhR\n",
       "hqh+QHYc47O52snloWHI185QmImJxjEWSYKvP/s+cx1/y7MxExfD/bO5MBNUHXP9OtGDfxtuP3yE\n",
       "5KabiNJjnIwcDIlq5T7GhMumdrzXZQw+n6+OpfCZTFhHIDKhG1LStI+l5dCy0z8Y7l5chkKx1opR\n",
       "KODL5VoxlMs2dkvJZIlf+80kldfgxEnM+/+oOojb9/RC5f5p5m2KhWr3LrO81NCC4YuFxgHfN6L+\n",
       "PfHs5zS+j4dHQutI+vx8kkCmnI6BMPhMZmX3uHzv6mMKyiVM4qt/OybxRJ/7zOZmSYoyYWas9H3Z\n",
       "/Le4YkrVVoOJ1xoAvR1/d/vUX38l5vpi7fLMEhQnYHQwfAbkjKc3V+u/PtQLr/maiKeu3tjjtery\n",
       "cWLUcPbq6oNfV8wiVEoT7bg9s600P970vOc1zzMN6wRkMybMBpMmZGvNBnNkJAykXW2g7uX6jrOp\n",
       "6YXaOI6JmZXH5rGL8NZXrj69aOXx6uO766Zw38+dSSjFta+aUgzluix8tW5Bb7wnUx0MPDro+d9f\n",
       "qhUXF67BiQMQ++15TdYbM7AdffTrE/v1Zllqdd+d7M621n7uuskwPt6zbYXxftH0Gv4LQIXBBrS9\n",
       "MHDOnQVemv7+3rrr/xfwvza1M2NColssgPck97yY6PwzqycPmSzxfd/SkHSb00+Ae5z69kRTLlcH\n",
       "N65IWJoHkm5x8LE5czqsMVCZ+vHadOMc90+dAgMm7XrjS8XqYmRA+H2p7lt+aWHFY3iAkYMtj4k/\n",
       "cgRc3Rn+JGloYTCAufAM/uAoANHU5Ir9Rwtzta5Gz5zDHziIrwwOHeiHqcnamePqA6+cFnVVR4/C\n",
       "lQhfWYStuJwegwzVSdnrY07iUMClaz1QKoSjUDdFqUmoFUOFAubsU4393+vHBMRl/JGjtUR8ZART\n",
       "KuNLJaKMwS8tNb4mTUySYCYnVh3w7Y8ca3yNm9+3qwxQX3Uw8LHjoQvPlQlMZPDjR9ecNWnFmILl\n",
       "5dAFrfKarjN7SSsrnuNmE3ktqtY2rU7ilev+HKMIvvkuw6U0KX7VHYb//UjtTOd2JEQAT26i/7Yx\n",
       "8JLbomqiuBOzreSzUcP0n8CqCdlqSV8lMW8WGUOmboahNWbZrKrfpFV/9Scmav3jm+O7eG3lA1y8\n",
       "5uHW1fcXZqeqvUZfPl+b+K0Sc08O7n12pRVja6/JemMGttpHf61iaiPxb8cYAQ0M3l2Nr+Hmv9f2\n",
       "q675ps1Zi3/k0ZA45HtC4nH7HcS337F20t40CNTf9lySp8/UuvIMDFST8lU17WNbNc8RP9G4IFi0\n",
       "vLziLqZQgOF03YK52RW3+3ye5J4Xhd+bjsmK5x+XiRYXV+yjqsUYg/DAaVJZKsLsDAwNh3gvXghF\n",
       "wWqDl6MIn8lWB6r6XD50+ynVLvtjJ/BxUps5aaAfMzVVm6K1RfempKe3el0ychBTuFzrzkQYwFxN\n",
       "fON4/QXKZmrPyZTjMKg9ijDZiOTQYczlS5i0QPPZXBpb/RdAXYLRqriEVd+3NzQYOL3fwHAfM2PH\n",
       "N5dE9w+EwdqVFpr1ZklqZZ0Cur5w8N6vKBw28pzlBrX4PsxnQlcQCAnZ192c4YW31rrJXJlNtj0h\n",
       "Wuvsaask8c41ZhHaqu2Y/30zSd99z4/46sXarEcj1a5K4fFH+mCq6RzP2OCmwlnBU/tE2khKdGG6\n",
       "MRFutUbAoaFQjGyHdk+1uVYxJSKr65rCwGRXTzw2lTxkssSveX1Dl4X1pmLcTpud497ncmHl4bpx\n",
       "EuTq1i3I5WvdNypuedbqx6T5+R89hvmj36v1L89k8Lc8KyTGQDI8TDTbVHyY+qQ3U5sxqXq7qQ0+\n",
       "9h5y+TC9LEDfAPEL7qkutuXHx8l86Yv4YjEMOs7kIJtbOd3nJz8OlSlR+wfg2lStlSWXI3nhi2vr\n",
       "OSQxmS+U8OmMNkQRvli48QXKjCF5/l0QZRgY7gtjQuJyrc/+3S8k+8E/aZhBZ0Vi3aK43FLSu8r+\n",
       "8uND644NWPEePDRO/LLvJvrcZ8Lz2ewCaGvEVH9b5TWtHkO1AOyI8WE43dTwd+dNcOvh7Tnzu1Fr\n",
       "JdI7PR/7Tj9ebz7i7a9jxZz9lccvlhP+98O1lY17snDLodrn7GYLmZvHIh5+OqGUnpfJReG6tfZ3\n",
       "sqm713C70k9lAAAgAElEQVRvKCgKaa/IkT74pjvXmK7qBqz1ntjtxbt2+/Fl65peQ714G9Rd38zb\n",
       "dea+eSrJbewqtJHHXnOO++ZuJnXdRCD06cdEoTtSen8uXawlpQODJC975box1D//8lt+pGnqzJ5a\n",
       "fCdOYv7kf9b62/cP4I8dD3PnQ+hyg6nGk5y8ufFs+sBgKD6uh34KlZaeSjcb4jI+7Q5mshF++GDr\n",
       "6T5f+/rVC4Ujx/C339GwAnYYF5L2wT9wMHSVqcZ8bHMLlI2Ohe0z2Vrinck29MGvn2L2hhPrtR5/\n",
       "O4vVVc7ub2pMwQ0+7mrFS9uf8z72TXdmePxSXJ1Df7gPXv+1GXrzrc+c7lZCtNPdLnb68Xrzrbsq\n",
       "AZRjw6mJ2urTNx+Crz1Z23azhcydJyPcJV9drOyWsdACs9b+gIbpOo8eMLz1LsMnHw+X73t+tOp7\n",
       "ph22Wrxt9X2sxcO6X/1r+L5Px/9ht+PpFsbfQH/iXeI7ccR7vRselb/G4OMNXa4/e71GUnrD8dWv\n",
       "uvuSb4BMdnPxNG/fXHilz394M91gWqwbsObtzTGu9xir7H/HZl5Y7/mtolNnhqi3aow3+Jy3W6cf\n",
       "w/Hxoc1kJ35ycq5hVd+NJHhbXbF1M7rgeO9IfDd6zFeL70b2167Xfbde440+n05/D0Lnx9gF8amq\n",
       "2yAVBtuoC/4wFN8WdXqMnR4fdH6MHR2f9+R/41fzI+94x0anvdLn5hYpvq3r9Bg7PT7o/Bi7ID4V\n",
       "BhvUXV2JRET2knQtDuI4XaQuCZcTH36v/KxsF07k3A48tsuRi4jIHqTCQERkO1US+CQO84L6piS/\n",
       "/ieVf3UD9lsxprZAHmxgMRAREZHNU2EgIrJR3ofJAOrP8Cdpkp/Em0v265cbFhER6QAqDEREoNql\n",
       "J1leDosIJmkRUJ/8k7YGRFH9GfwaJfsiItLFVBiIyN5XOdNfLqdn9pPGf5XuP8aQ5GIoFFbuQ0m/\n",
       "iIjscSoMRKT7VRL/UqnpLH9d4g/NffVbXmdatQSIiIjsAyoMRKQ7eB/O+MdliJPGM/+bSPxFRESk\n",
       "NRUGItJZKmf+4zgk//VFgGkxoFeJv4iIyLZQYSAiu6PS579cbiwC8CuTfWMgk9m1UEVERPYDFQYi\n",
       "0l7eh+4/pVAAxNkyXJsN4wBM0+w+GuArIiKya1QYiMj2qKzgW5n5pzLXf5KE2ytdgJJ82iKgFgAR\n",
       "EZFOosJARDan0gWofhBwHNcGADePAVhrkS8RERHpGCoMRKS1OK5N/9kwBqBFFyANABYREel6KgxE\n",
       "JCT/xWLa/ScdEIxfZQyAugCJiIjsRSoMRPajchlKxcYZgeqLAHX/ERER2XdUGIjsdZWFwUql2vSg\n",
       "+MbkP1IrgIiIyH6nwkBkD/GVIqAyOLjSIgC1QkBTgoqIiEgLKgxEulVlXEASQzl0B0pYhtmFptYA\n",
       "dQvqSt5DqYiZn4eFeczCPGZhYbejEhGRPUyFgUi3SBIoFsJCYeXSKguERSoEukVz4j8/lyb/dYVA\n",
       "qbTbUYqIyD6iwkCkU5VL6QDhJHQLSuLaWAAtENYdyuVa0j8/h5mfxyzMQfpTib+IiHQSFQYinaA6\n",
       "XWg5dAuKy+F6DRDubN7D0mJd4j8H9UXA8tLmd5nN4gcGYWAQn/6r/T5A/oN/3IYnIiIiosJAZHdU\n",
       "WwPicFa5uVuQugN1jjiuJftzs01FwDwmiTe1O5/JhER/cCgk+4OD+IGhavJPT48WixMRkV2hwkBk\n",
       "J9SvG1Bqmi5U3YJ2X7mMmZuF+VmKZwtkrlzFzIVCgMWFTc3h5I2B/oE06R/CDw7C4BB+IP29t0+J\n",
       "v4iIdCQVBiLtUi5DYTmsH1A/PkDThe6OchkzPwtzs+HMf5r4m7lZzNJidbMi66/t7LNZ/OAwDA7i\n",
       "h4bTAiD8o38AMir0RESk+6gwENku3ocioFQMPyvdg0DjA3ZKkoRuP5WEf3am9vvi5qb69L29abI/\n",
       "jB8agsG0ABgagp5enfUXEZE9R4WByFaUS2HQcGVRMWNqCaPROIG28B6WlzFzMyHxryT/szOhKPB+\n",
       "47vq7Qtn/NN/DA4xdPIIM0kWcvk2PgkREZHOo8JAZBN8ksDyUmgRKJdDklpdUViFwLaqDPqdvV4r\n",
       "AGZnMLOzmFJxw7vxPT2Nyf/QSO33XG7F9pnRAZjWQmIiIrL/qDAQWU+pFBYWK5fDysLLy+H6+tYB\n",
       "uXHFYkj+Z2YaioDNnP33mSx+uC7xHx7GpwUAPT1tfgIiIiJ7gwoDkVbKpTBwuFhSq8B2qHT/mb1O\n",
       "6cISmYsToQCYub7huf49hCk9h9Mz/sMj1X/09atIExER2SIVBiIVDbMIJaEIUKvA5ngPS0vhzP/1\n",
       "a7WWgJnrmGIBgAJrz/rjM5m6pP8AVH4fGoasPrJERETaRd+ysr/VjxmIy3VTiqplYE3ew/JSSPhn\n",
       "rmNmroWf169vuP+/z/fgRw6EpL/yc3gEBgZVjImIiOwCFQay/6xaDGhK0ZaKhZDwz1wLrQCVQqBQ\n",
       "2NDdfV8ffvhASP5HDjB08igzpkdTfoqIiHQYFQay93kPhUIYN1Au17oJgYqBenFc6wJU+TdzDbO4\n",
       "uP59SQuAkYPVAqBSDDQP/tWsPyIiIp1JhYHsPdWFxgpQjsO0l/VjBfZ7NyHvYXGhrgCYTscDzGxo\n",
       "FiDf04M/cLCuCDiIP3AA8pr9R0REpJupMJC9wfvawOFyOVynQgDK5aYCYBpz7dqGxgH4bDZN+tMC\n",
       "4ED4nd6+HQhcREREdpoKA+leSZIWA+XQTajSKrAf+62nswGV564SnbuIuTZNdH0a5mbXbQXwxsDQ\n",
       "MEma+Id/oxoELCIiss+oMJDuUi6l4wXK+3cWoSSBuVmia1OYa9O1f4Vllln7j9r39OIPjjYUAH5k\n",
       "BDL6KBAREdnvlA1I5ysWw8rDpebFxvbBwOE47Qp0bRoznRYC16cxcbzm3bwxYfrPA6NpITCKP5h2\n",
       "A1IrgIiIiLSgwkA6T7kcCoFyHFoIYH8sNlYqpWf/p9IiYCpMDbpeV6BsLiT/B0fpP3mM+fxAmA1I\n",
       "rQAiIiKyCcocZPeVSlAqEV+PYXoGqG8V2KNdhIrFWgEwPUV0bQpmZ1iv7PF9/WkRMEYyGn7WjwXI\n",
       "jQ7gNRWoiIiI3AAVBrKzqlOJlmrjBCAUAHEWIgPrpsddplRMC4CroQiYuoqZn1v3bn5wiGR0DH9w\n",
       "LBQDo2OaEUhERETapm2FgbU2An4duAsoAD/qnDtdd/vfA/4V4IHfdc79ZrtikV2WJFBYSmcPKu/t\n",
       "NQXKJcz0dFoEXCWansLMzqx5Fw8wPEIyeghfVwiQz+9IyCIiIiLQ3haDNwJ559xLrbUvAd6ZXlfx\n",
       "K8DdwALwmLX2vc65tTMo6R7FYlhgrNS80vAeKgTiOAwMnr6KmbqKmZpcd5Gw6qDgShEwOhamBs3l\n",
       "djBwERERkZXaWRi8DPgwgHPuIWvtvU23l4ADQELoO7L+kqvSuZIknUY07SYEe6sY8B5mZyhdeYbM\n",
       "0+dDIXB9GpMkq98FGlsCxg6FloCsigARERHpPO0sDIaB2brLsbU2cs5VMql3Ap8ntBj8mXNutnkH\n",
       "0sHiGErF2sxBSby31hRYWsRMTRJdTVsCpq9iSiUKwGqTpPrBIZKxQ2lrQCgG1BIgIiIi3aKdhcEs\n",
       "MFR3uVoUWGtvBv4xcAuwCLzHWvv3nXN/utYOx8eH1rq5I3R6jDcSn/ceXyxCqYQvlSCO8RmPyWUI\n",
       "afL29YUfHR3Ytn1tlC+VSCYniS9fJp6YIJmYwM/Pr3kf099PdOQImSNHiA4fJnP4MKa3d4ciXttu\n",
       "HMPN6vQYOzm+td+ZK3X6ZxJ0foyKb+s6PcZOjw86P8ZOj082pp2FwQPAdwDvt9Z+PfBI3W29QAwU\n",
       "nHOJtfYKoVvRmiYn15/JZTeNjw91dIzrxud96BJUKoWfcRxaAuJ4R9YQGB0dYLrdU216H1YNnprE\n",
       "XE3/XZ9ee1xANocfG8OPjTNwy0lme4agvylxXIxhcfenCd2RY7hFnR5jp8e32TK8kz+TYA98bu6y\n",
       "To8POj/GTo8POj/GbohPNqadhcEHgddZax9IL/+wtfbNwKBz7t3W2t8H/s5auwycAn6vjbEI4JMk\n",
       "dPspxyHxTyo/E0g84GsrC9cXAd3cNahUDOMBrl4hqhQCxcKqm3tj8AcO4sfG8YfGScbGYXikejyy\n",
       "owPQwUmjiIiIyI1qW2HgnPPA25qufqLu9l8FfrVdj7+vVQYAl+Na8u89sV+C2cXWif5eWD+g0hpw\n",
       "9UraGnAlzBq01l36+/Fj4ySHxkMxMHoIslreQ0RERPYfZUDdptLdJ067+Pik7qx/+g8ak/+0G5DJ\n",
       "ZLr77H+zcjkMCp68khYDVzCFNVoDMpkwKDhtCfCHxld2CRIRERHZp1QY7LZKol8uV8/sh2Q/7dqT\n",
       "pJe9r/2r9Pdv1ed/LyX+zZYWQxEweQVzdSKsJrzW2ICBwdAScOgw/tB4WC8gs9qcQiIiIiL7W9cU\n",
       "Bsn8PCwuUl3uwKf/VRNmardVOo+Y9L/6RNqQJtSmdRJdOeNe2W81Oa/0wa/f2Df8GmfLMDPfmMRT\n",
       "95jG1F1P7SesP7h3Bwb/dhTvMTPXMZMTaTEwgVlYfT4WH0VhrYBDh0kOHcaPH4a+/h0MWERERKS7\n",
       "dU1h4AsFWGPQ6I3ttMXZ5q0k35Uz/pX9NO+r/ratPtZeE8fEly4RnTpbaxEoFlfd3Pf2hiJg/HBo\n",
       "ERg9pNYAERERkS3omsKgLZSY755iodYSMHkFM3WVpSRe9Q2ZjBwIBcD4YZLxIzA4pNdPREREZBvt\n",
       "78JAds7SImZygujKBObKRFg7YJVNfZTBjx2qFgH+0GHo6dnRcEVERET2GxUG0h4L80RXLmOuTISf\n",
       "c7Orbupzefz4YXpvuYmFwYPqFiQiIiKyC1QYyNZV1g+4MoG5cjkUAmusAuz7+kkOH8GPH8EfPoIf\n",
       "OQjGkB8dYF6Lh4mIiIjsChUGsnnew+xM2iKQFgJLS6tvPjhEcvgo/vARksNHYWBQ4wNEREREOowK\n",
       "A1lffSEwcSm0DCyvXggkIwfw9YWApg0VERER6XgqDGSlStegiUuYibRFYJVCwAP+4Cj+8NHQKjB+\n",
       "BHp7dzZeEREREdkyFQYSCoH5OaKJSovApVW7BnljGguBw0cgrxmDdkTD6tcQ/ksX0atsEse11bHr\n",
       "71P5vbK+Rv3ifg3bVP6r7Lfu+soCfZWHbvglXcivujZIXVz13ca8DzEmcW2fDc8h/b3yHCvb7LcF\n",
       "/kRERHaBCoP9anGB6PKlUAhMXFp1sHBoERjDHzlKcuRYWFFYhUCj+sS6diXpktcQVZJa05hQG9Mi\n",
       "6a3fT9NtURT+tbxfiCMzNgCl6yHxrty/cr/KfTfzvFo9v/p9rLaQn/fpKuLpyuGV66OIzNgI+J61\n",
       "F/qrL4J8EvZRWZW8ugJ5/UrkzSuiN/1sdVvzc6xcnSS141ctwqgrZFr8FBER2QNUGOwXy8uUnrxI\n",
       "5vTZUAisMX1ocmC0VgjstxaBhiS4/qx5lOb5lYQ8gkyabGeytTPw9QnjTp/lNgaTyUA+v237a/i5\n",
       "mfs1t0rU35zJrHrbin0AsLNT12bGh4DeFkVD5WeSVswbKFaq122wSFnRctOSqhEREWkLFQZ7VakU\n",
       "Zgy6fAkzcZHo+jUKtE6xKoOFk6PH8IePQs8eHCNQOfOMCWsk1Cf41UQ2vdzqzHwqMzoEcW73nofs\n",
       "nFULo91dY2PkHe9wuxqAiIjsWSoM9oo4xkxNEl2+iLl8CTM1iVnRvSXwg0OhNeDIMZIje2jWoMoZ\n",
       "1yhKE3xT93sUzqSvd6ZaREREZJ9SYdCtvMdcv4a5fDEUA1cmMHG59aZ9fSRHjtH/7GcxNzQW1hHo\n",
       "ZvVn/6MotABkspDNQi6nft8iIiIiN0CFQTdZmK+2CEQTFzHLyy0387l8dYxAcvQ4DI+AMeRGB6Db\n",
       "VhauFAEm7cufzUA2F4oAnf0XERER2TYqDDpZqRjWEbh0IRQEqwwY9lGEHz9CcvQ4/sgx/OhYdyXN\n",
       "lUGclYGcUaZxJh11ARIRERFpOxUGnSRJMNNXMZcuEl2+gLm6+jiB5OAo/ujxUAyMHwln0LtFpQDI\n",
       "ZkMrQCYDuRyZ8QPA3K6GJiIiIrJfdVE2uUfNzxFdvkh06UIYNFwqttzM9w+QHDuOPxKKga5aXbgy\n",
       "KDibjgPI93RXISMiIiKyDyg722mlUlhUbL3uQblcmDUobRVgaLi7BtVWWjqyuTAguKenu+IXERER\n",
       "2WdUGLSb95hr05hLF0KrwNUrmOqiSHWbGYMfO4Q/eiK0DIyNd1+/+mrLQC6MC1AxICIiItI1VBi0\n",
       "w/JyKAIuXQhjBVabPWhgkOTYcZJjJ/BHjnXnCsNJXJsqNJNVMSAiIiLSpVQYbIckwUxNUnjiCtmn\n",
       "zoYBxC0289ks/vCxajHQdd2DKpKkNltQb1/3tWyIiIiIyAoqDG7U4kIYJ3DxAubyRUypSAloTpGT\n",
       "A6P4Y8dJjp/EHzocZuDpRkkcphHNZsPA52xutyMSERERkW2kwmCjkgQzeYXo0nnMxfNE16+13Mzn\n",
       "e8IYgWMnQqtAX/8OB7qNkkQzCYmIiIjsE8r01lJtFTiftgqUVmziAT82jj92gsE7nsNMdqC7u9Z4\n",
       "H55UTx56elUMiIiIiOwTyvrqJQnm6mQoBC6eJ7o+3XIz39MbBgwfP0ly7HhIoIHM6ABML+xkxNsn\n",
       "SUI3p94+DSAWERER2YdUGCwv1wqBSxdaLjBWmUo0OXYSf/wkfnRs7yTOPoEoCwP9oSAQERERkX1p\n",
       "/xUG3mOuTWEunCe6+AxmapUZhFZpFdgT6hcf6+kJswuJiIiIyL62PwqDUglz+QLRhfOhdWB5acUm\n",
       "HvCjh0hOVFoFDu2dVoGUr59mtKd3zz0/EREREblxe7cwmJ0hunie6MIzmMmJ1qsN5/JhBqHjN5Ec\n",
       "PxH61+9FSQL5PNHBg8DKokhEREREZO8UBkmCmZwguvBMKAbmZltvNnIgdA86cVNYV6CbZxBaT5JA\n",
       "bw/09kMUEWmGIRERERFZRXdnioXlsMDYhXPpwOEW04lGGfyRoyQnbiI5fhIGh3Yh0B3mfZhutG9A\n",
       "3YVEREREZEO6qzDwPnQRunAutApcncRUBtLWb9bXT3LiJMnxm/BHj+2fVXpVEIiIiIjIDeqawqBw\n",
       "//3kTj+FWZhfcVtlkbHk+En8yZvwB0b3T2JcKYx6esIqy/vleYuIiIjItuqawqD0yCMN04r6bBZ/\n",
       "9DjJiZtDF6G+PTpweDXehyKgr2/vDpoWERERkR3TNYUBgO8fCGMFTtyMP3IEMl0V/vaoX6G4dw+t\n",
       "rSAiIiIiu6prMuu+7/1eZsw+nns/SSAThcHTWpBMRERERLZZ18zVmTm09xYc25AkCc97YBBGDqoo\n",
       "EBEREZG26JoWg33H+7DGwsBgGFgsIiIiItJGKgw6TXVQcb/GEIiIiIjIjlFh0ClUEIiIiIjILlJh\n",
       "0AmSJBQDWodARERERHaJCoPdlCSQy8HwSBhPICIiIiKyS9pWGFhrI+DXgbuAAvCjzrnTdbe/CHgn\n",
       "YIALwA8654rtiqejVAYWDw1BTrMMiYiIiMjua+dp6jcCeefcS4GfIxQBAFhrDfDfgR9yzn0j8HHg\n",
       "1jbG0jm8D12GRg6oKBARERGRjtHOwuBlwIcBnHMPAffW3fZcYAr4KWvtJ4EDzjnXxlh2n/dhDYID\n",
       "BzW4WEREREQ6TjsLg2Fgtu5ynHYvAjgEvBR4F3Af8Fpr7avbGMvu8R7yuVAQ9A9ocLGIiIiIdKR2\n",
       "Dj6eBYbqLkfOuST9fQo4VWklsNZ+mNCi8Im1djg6OtCOOLdVNcYkwfT0YIaGMB1UDIyPD62/0S7q\n",
       "9Pig82Ps9Pig82Ps9Pg2oxueS6fHqPi2rtNj7PT4oPNj7PT4ZGPaWRg8AHwH8H5r7dcDj9Td9hQw\n",
       "aK29LR2Q/I3Ab6+3w+nphbYEul1GRweYnpqHyMDAEGCgML/bYVWNjw8xOTm322GsqtPjg86PsdPj\n",
       "g86PsRvi24xOfi7QHcdb8W1Np8fY6fFB58fYDfHJxrSzMPgg8Dpr7QPp5R+21r4ZGHTOvdta+yPA\n",
       "H6UDkR9wzv1VG2PZGUkCvX3Q17fbkYiIiIiIbErbCgPnnAfe1nT1E3W3fwJ4Sbsef0f5BLI5orEx\n",
       "mOrsVg0RERERkVa0wNlWeQ/9g9DTg9EiZSIiIiLSpVQY3Kgkgd4e6NNMQyIiIiLS/VQYbFZl1eLh\n",
       "Ecjq8ImIiIjI3qDMdjO81+BiEREREdmTVi0MrLWvBPxqtzvn7m9LRJ3G+3AUevPqNiQiIiIie9Za\n",
       "LQb/FyElPgY8F/g/QBl4FWFNgte0O7hd5X0oAnp7QyuBCgIRERER2cNWLQycc98OYK39CHCXc+5s\n",
       "evkY8J4diW63eF8bWCwiIiIisg9sZIzBzZWiIHUZONGecHZZkkAuD4ODaiEQERERkX1lI4XBZ6y1\n",
       "7wHeB0TAW4BPtDWqneY9REYzDYmIiIjIvrWRLPjHgX8M/ARhzMFHgd9oZ1A7yifQ0wv96jYkIiIi\n",
       "IvvXuoWBc65grf0A4ICPADc558ptj6zdKusRDKqVQEREREQkWm8Da+33Ah8Cfg0YAx6w1r6l3YG1\n",
       "lffQk4eRAyoKRERERETYQGEA/AvgZcCsc+4ycA/wL9saVTt5H7oN9Q/udiQiIiIiIh1jI4VB7Jyb\n",
       "rVxwzl0C4vaF1CaVdQmGR6CnZ7ejERERERHpKBvpR/OotfbtQN5a+wLgJ4GH2xvWNkuSsFCZBhiL\n",
       "iIiIiLS0kRaDnySsW7AE/C4wm17X+XwCmSiMJVBRICIiIiKyqo1OV/qrzrmfa3cw28r7MI5A3YZE\n",
       "REREZBdYa18J/DJhyv+/Af4M+JX05oedc//UWvtfgceBPwI+BrzeOTe5G/FupMXgBPBpa+2HrbU/\n",
       "YK3tb3dQW5LEkM/BgYMqCkRERERkN30H8C7n3MuAp4B3Ad/nnHslkLHWvh74WeCHgd8H/vVuFQWw\n",
       "gcLAOfczwLOBfw98PfCldCXkzlJdvfhAaCkwZrcjEhEREZH97ZeBF1trP07Ip+8A3mOt/QTwEuAW\n",
       "59wi8L70tr/atUjZWItBRQ7IAwlQaE84Nyjx0NcXigKtSyAiIiIineH7gP/unHstcCdhZs/vds69\n",
       "mtCl6CFr7XHgHwB/Qmg92DXrZtHW2ncBbyTMRPQe4J8455bbHdiGJAnk8jCiFgIRERER6ThfAH7P\n",
       "WjsHnAfeAHzQWpsDLgNvoVYQ/C3wd9bav3TOfWU3gt3I6fUngHt2s7/TCpVuQ0NDoTAQEREREekw\n",
       "zrkHCF2G6r2y6fK31f3+4vZGtLZVCwNr7U84534LGAXeZq0FqJyW9865f7sD8a2kNQlERERERLbd\n",
       "Rjvkm/Sfr7u8o7z3YU2CoWHIZHb64UVERERE9rRVC4O0tQDCgmZ/5Jyb2JmQWosGB8Fr+lERERER\n",
       "kXbYSItBZR0DRxh8/IF0WqUdFfX2wlxppx9WRERERGRf2DvrGIiIiIiIyA3bG+sYiIiIiIjIlnT3\n",
       "OgYiIiIiIl3GWpsBPkY48f5tzrmZbdrvZefc0Ru9/0bGGFyh09YxEBERERHpXieAIefcvdu8X7/+\n",
       "JqvbSGHw/c65f7eVBxERERER6UQzv/iL9wHvAIa2cbdzwC+MvOMdH1/l9t8EbrfW/m76uGPp9f/E\n",
       "OfcVa+0p4AHgucDHgRHC4mfOOfeD1to7gXcCGeAQ8Dbn3IOVnVtrvxb4NcISA1PAW51zs+sFvZHC\n",
       "4FFr7b8BHgKWKlc65+7fwH1FRERERDrZTwEvb8N+f5qQ1LfyNuB9hJ45n3HO/aa19nbgd4FvBG4B\n",
       "XgVcBqaBFzvn3m6tfcpaOwI8D/jptIh4M/DDwIN1+3838EPOucettT8C/Czwr9cLeCOFwRjw6vRf\n",
       "vebLIiIiIiLd5p2Es/bb3WLwzjVurywW/LXAa6y1b0ovH0x/TjnnzgNYaxecc4+n188APcBF4Oet\n",
       "tUtp3M1jFL4G+A1rLYRxDE9sJOh1CwPn3Ks2siMRERERkW6TdvdZ7cx+u30VeI9z7r3W2hPAm9Pr\n",
       "1xorYAjdhL4/bRH4BeBZTds8DrzFOXfeWvsKal2V1rSRWYk+0eJq75x7zUYeQEREREREVvCEdcJ+\n",
       "x1r748AwYaxD5TbW+P09wPuttc8AnwOONd3+NuAPrbXZ9Lq3biSgjXQl+sW633PAG4BrG9m5iIjs\n",
       "nuVistshiIhIC865s8BL04t/r8Xtx1f5/Z70119N/7W8n3PuC9xAt/+NdCX6ZNNVH7XWfgb4+c0+\n",
       "mIiI7JxrCwnzCwnD/YbImPXvICIi+9pGuhLdXHfRAHcCo22LSEREtoUxhnJiuDrnGejxDPRsZrF7\n",
       "ERHZbzbSleh+av2VPDAJvL1tEYmIyLaKjGGx4FkqJQz3QT6jAkFERFbayLfD9wL/lTDt0WngNmCg\n",
       "nUGJiMj2MsaAN1xfgJnFhMRvaXFMERHZgzZSGPwaYbTzdwGLwD3Az7UzKBERaY/IGEpx6F60qMHJ\n",
       "IiJSZyOFQeSc+xvg24A/c86dIyy/LCIiXSoyhvnlMEBZrQciIgIbKwwWrbU/A7wW+F/W2n9KWM1N\n",
       "RES6WGQMcTo4ebmk1gMRkU5mrf0ha+0vt/MxNlIYfD/QD3yXc24aOAp8XzuDEhGRnRMZw+xSGHvg\n",
       "1XogItKp2v4BvZF1DM4D/7bu8r9sa0QiIrLjwtgDmJr3DPd7zVwkIvvGj/369H2EFYeHtnG3c8Av\n",
       "vPsnRz/e6kZr7Q8B3wH0ElYt/jXCIsJ3Aj8D3ExY+GwAuJr+buru/3bgzYRi4X3OuXdtR9Abma5U\n",
       "RET2DcP1eU9fT8JQr4oDEdkXfgp4eRv2+9NAy8IgNeCc+2Zr7ZuAf+6c+3pr7auAf06Y+Oc+55y3\n",
       "1n4YeBFpi4G19nnAPwBeRuj989fW2o84557YasBtKwystRHw68BdQAH4Uefc6Rbb/XdgSi0RIiKd\n",
       "IY6Mqh0AACAASURBVIoMy0VPMU4Y6YWsWg9EZG97J6G1YLtbDN65xu0eeDj9fQb4avr7dSAPlID3\n",
       "WmvngZNAru6+zwduAf5PevkA8BygcwsD4I1A3jn3UmvtSwgH5431G1hrf4LQZPLJNsYhIiKbZIzB\n",
       "JzC94BnsSejXqskiskel3X3WOrPfLquNGegB3pi2IPQTWg9M3e0OeNQ59y0A1tqfAh7ZjoDa+Un/\n",
       "MuDDAM65h4B762+01r4UeDHwWzQ+WRER6RCRMcwXNK2piEgb+Lqf9b+XgHlr7f3Ae4AvAMcrtzvn\n",
       "HgE+bq39lLX2c8CzgYvbEVA7WwyGgdm6y7G1NnLOJdbaY8C/IQykeFMbYxARkS0K05rC1TnPYI9X\n",
       "64GIyBY5536/7vePAB9Jf/8S8PoN3P8/A/95u+My7Zqazlr7TuDTzrn3p5efcc7dlP7+duAfEvpf\n",
       "HSVMh/rzzrk/WGOXOlUlIrKJFtbL1+Nt/9xMvCdjDEO9hn4NThaR7qCeKRvUzhaDBwjTML3fWvv1\n",
       "1PV9SqdUeheAtfYfAnesUxQAMDnZ2euqjY8PdXSMim/rOj3GTo8POj/GbohvM65NL7QljinvMQb6\n",
       "e6A/f+MFQjccb8W3NZ0eY6fHB50fYzfEJxvTzsLgg8DrrLUPpJd/2Fr7ZmDQOffupm3VGiAi0kWM\n",
       "CSfgFpY9i4VkywWCiIjsvrYVBs45D7yt6eoV0yjV97ESEZHuogJBRGTv0Ke3iIhsWSgQDPPLML2Q\n",
       "UI6T3Q5JREQ2SYWBiIhsm8gYksQwvQBzywntmuBCRES2XzvHGIiIyD4VGUOhBMtFT3+PZ0BTnIqI\n",
       "dDx9UouISNsYY1gswORcwmJB3YtERDqZCgMREWkrYwwGw0IBrs4lLBVVIIiIdCJ1JRIRkR1RmcFo\n",
       "btmzWEwY6NnlgEREpIFaDEREZEdFxuC9YXYRJmdjCmW1IIiIdAK1GIiIyK6IIkOcwMwiZDMJgz2Q\n",
       "z+p8lYjIblFhICIiuypMcQrXFz25TOhipAJBRGTnqTAQEZGOEJnQgnB90ZPNJPTnoTenAkFEZKfo\n",
       "E1dERDpKZZG02SWYmk9YLmkMgojITlBhICIiHakySHluCaYXEoqxCgQRkXZSYSAiIh3NpC0I1xfg\n",
       "+kJCWQWCiEhbqDAQEdmjvPe7HcK2ioyhnBimF2BmMSHZY89PRGS3qTAQEdmjfvVDc/zN4zHnp/2e\n",
       "SqIjYyjFhqtznrnlZM8VQCIiu0WzEomI7FHXFjyfX4DPn43py8GzDxuec8Rw85ghlzG7Hd6WRcaw\n",
       "XPQsFz0DPZ7+Hp3rEhHZChUGIiJ71HC/YXYxnE1fKsGjFzyPXvBkM3DLmOE5hw3PPmzoy3dvkWBM\n",
       "iH2h4FkqhTUQNMWpiMiNUWEgIrJH/cwbhnBnFzh1JeHUhGdqPlxfjuH0Fc/pKx4DHD8Itx2OuO2w\n",
       "4eBAdxYJxhi8h7klz2IxYbAX8hkVCCIim6HCQERkjzLGcGTEcGQkw8tuD12LQkGQcPEaeMK/C9fg\n",
       "wrWE+x2MDcKzxw23HY44eiB01+kmprKK8oInnwkFQlYFgojIhqgwEBHZJw4OGO691XDvrRGLRc9T\n",
       "aavB01c95XQG0Kl5mJr3fPZMTH8ebh033HbYcMuYIZftniIhzGAEUwue3mxCX49aEERE1qPCQERk\n",
       "H+rPG+48abjzJJRiz7mpUCQ8dcWzWAzbLBZr4xIyEdw8Znj2eBiXMNTbHUVCxhhKMRQWPNkooTcP\n",
       "/XkVCCIiragwEBHZ53KZ0Cpw2+Gw9sHlGTh9JeH0ldq4hDiBM5OeM5Oejz8Gh4dJi4SII8O1QcD/\n",
       "f3tvHiTJdd93fl5mVXVVV3f1NT09R88M7iQBEABJgOAliDAP0TBFyxQthWK1XnFX9q65KytiN1ax\n",
       "VmgdofWGvZZWWlnySmGR1lIMWw6LtCjRIgVBpHhCJEQQAgdnDjAnZvqYvq+6M9/+8fKq6qquvru6\n",
       "5/eJqKjKqqzMX2Zlvvp93+/3e69bsZTC17BW1qyVfbJpyGUkzUgQBCGJCANBEAQhQinFyUE4OWjz\n",
       "3ntgsWiiCJdmdDAfglnv5jLcXNZ896JHvsekHN0x2v0pR6GAqdShWNWkUz65NOQkiiAIgiDCQBAE\n",
       "QWjPYK/ibbcp3nYblGumHuHiTc3lWU2lZtZZq8CL1zUvXjcpR+PDQcrRqGKgt3tFgm2ZQuXVsma1\n",
       "YqII+R516AquBUEQdgsRBoIgCMKmyKYVzkmFcxJ8XzOxCJdmfC7PNKYcXZ01AuJrr5hRjm4fVdx+\n",
       "THFqSGFb3ed0R1GEGpSqmp6UJpuBnpREEQRBuLUQYSAIgiBsGctSjA/D+LDNY06ccnQ5SDnygpSj\n",
       "cJSjZy9relJw7pji9lHFbccU+Z7uEwlWoljZsnx68j6+1hJFEAThlkCEgSAIgrBjkilH1boZ5ehS\n",
       "UKy8VjHrVOpwYUpzYcqohrECvPlsmRN9mhMD3TVnghVENopVzeyKpsc2UQSZVVkQhKOMCANBEARh\n",
       "V8mkFHeNKe4aM6Mc3Vw2IxpdmvGZWorXm16G6ReNasim4bZjituCaEJvpntEgh3MibBc0qyUfbIp\n",
       "yGYgLSMaCYJwxBBhIAiCIOwZZvZlGBtQvPMuM7HalVkTSbiSKGAu1+DVSc2rk0E0YcAIhduPdc8M\n",
       "zFZiRKNSTWMpn560ETUiEgRBOAqIMBAEQRD2jd6M4t5TintPmQLmNZ3l/KUil2dMZCFkegmmlzTP\n",
       "XPToScNtIyaScO6Yoq8LJlezmgqWbcsnkzLH140F1oIgCJtBhIEgCIJwIFiW4uxwin7b5j13w1pF\n",
       "cyWIJFyZi6MJlRq4Uxo3qE041h+kHQUjHaUO2BG3lEJrY2exoknZWkSCIAiHEhEGgiAIQleQ71Hc\n",
       "N664b9xEE6aW4PKsz5VZzXSiNmF2BWZXzEhHKRvODJuJ1W47phjKH+wszLYVi4RSKBLSkEuLSBAE\n",
       "ofsRYSAIgiB0HZalODUEp4ZMNKFYNXMjXAnmSChWzXp1zxQ2X54x0YRC1gyJeu6Y4sywIneARcyW\n",
       "pfA1lKuwVo4jCVKTIAhCtyLCQBAEQeh6ejOKN59SvPmUGeloZgWTcjSrmVjQ+MG8CctleOG65oXr\n",
       "GoUpYj43ojh3zOLkIAfWa98QSajGhcsy07IgCN2ECANBEAThUKGU4ngBjhcU77jDzJtwfV5HQmGx\n",
       "aNbTwNQSTC1pnrnkkbZhPEg7OndMMXxAaUcNhcsVTSqlSdtSkyAIwsEjwkAQBEE41GRSijuOK+44\n",
       "bpaXipqrc2aStauJIuZaU9pRvgfOjhihcGZE0X8Aox1ZlsL3oeKbwmXbMulGmRT0pNSB1ksIgnDr\n",
       "IcJAEARBOFIM9Coe6FU8cAZ8bQqXr81prs76TCwSpR2tVeCVCc0rE+aN4bwRCmdHFOPDimx6f53y\n",
       "MFpQrUOlplnSmkwqrEuQaIIgCHuPCANBEAThyGIpxclBODmoePROi2pdc2PBFDBfm9PMrsbrzq/B\n",
       "/Jrm+WumPuH4ANxzuszxXp9TQ4q0vX+OuVIKW4HnQ6lqhnJVSpOxIWWLUBAEYW8QYSAIgiDcMmRS\n",
       "ittHFbePmuW1ihEI4WOlbN7XhJOsVQCwFZwchLMjFmdGFCcG9reQOaxLqHnmsVbRgEb1eKyUfNKS\n",
       "eiQIwi4gwkAQBEG4Zcn3NI52tFgkEglvzGvKQX2Cp+H6Alxf8OF102t/etDUJpwZVowVTL3AfhEK\n",
       "hboPlbqiLKlHgiDsAiIMBEEQBAGTvjOUh6G84sGzRiiUVY6XLxe5Nm9GPqp5Zt26B1eD4maAjA2n\n",
       "h01twplhxfH+/RUKLVOPMKMd2TZkU5CyJaIgCMLGiDAQBEEQhBYopTg1bJPD4u23g+ebQuY35k00\n",
       "4caCxvPNutWmEY8yKTg9ZETC+AEIhWREoe6bYVFRZtSjlGUiHj0pSMlEa4IgJBBhIAiCIAibwI5m\n",
       "Y1Y8eifUfc3UYiAU5nwmF03KEZiRhRqEgm2+Nz6sGB9SjO13jUKwL60b6xQUpj4hFAuZlEy4Jgi3\n",
       "MiIMBEEQBGEbpCzF+LCZNO1dd1nUPM3kookmXJ83oiESCl48UzMYJ/zUoBEJp4cVJwdMqs9+EkUV\n",
       "PPPQVY2vzehHtmUKri0LLAW2ZcSDbYtwEISjjAgDQRAEQdgF0rYK5kEwy6FQuB4IhcklotSjuhcX\n",
       "OYNxwk8MmvSj00OKU0OKntT+OuBhnQKYyEJdA378ue9rNGY0pKRgiISDbc6BCAdBOLyIMBAEQTii\n",
       "aF/jhbN5KcwYnC1Qynwsham7S7NQqHuaqSWMUFjQTCxq6kExs6fhxgLcWAiGIQVGC7FQOD2kyPcc\n",
       "7O/TXCOhNZH9ZtlEHCwrjjjYFvSWfWp1H8uSkZIEodvZM2HgOI4F/DbwAFABftZ13YuJz38K+Hmg\n",
       "DrwAfNJ13TZ/W4IgCMJWOTmcIuWZ4lKtdYMu0MGCxhTV+n68jtbBo2k9tOlANuvGMwiD6TUWYbEx\n",
       "KTtOPQJz3m8uG6FwY8E8KnWzrgZuLsPNZc3fXDUneqDXDJEaCoWh/AEdSBuSEQffN9dKzYOVsmZh\n",
       "DTQmTQnM9WIl0pXs4KGIay/kmhKE/WcvIwY/BmRc13234ziPAr8WvIfjODngnwP3u65bdhznD4CP\n",
       "AP9lD+0RBEG4ZVFK0eBiJRZSO+jF9bU2PcdBdCIpGrQ2PeHJ5RBx+owDHM7K/AhGmM2uNgqFtUq8\n",
       "/lIRloqalyfMicym4dzxNY7nzczMY4X9r1PYLK1GZArFA0HUQQfXUiRhFSg0SgVCQhG9Tr5nWeYa\n",
       "lmtKEHbOXgqD9wBPAriu+4zjOA8nPisD73Jdt5ywo7SHtgiCIAh7gBXkIW02RcTXGl+b3nLP1/Rm\n",
       "FMWU7igkTKrT0Xb8lFKM9sNov+Kt54yjvFQiEgkTC5r5tXj9cg3cG3XcYNlWcHzAFDWfGjR1Cged\n",
       "frQVlFK0+3nDa6MVRpzqWEjAejER1EJEnyXEhCAIMUrrNnfaDnEc51PAf3Zd98lg+Spwu+u6ftN6\n",
       "Pwd82HXdv9Nhk5JmJAiCAFtxZQ59u+n7RjT42kQjPJ/GdCcdRy3C930NvqdNR7QGZXFkCmLXyj7X\n",
       "Zj2uzdS5OuMxMe9FBc2tGMorzoymOHvM5syxFGOD1i2f568DcYoGFFgYYasCEQHJuptYsCiaohW2\n",
       "RCoOEfIDbZK9jBgsA/2JZSspCoIahF8B7gJ+fDMbnJlZ2VUDd5vR0f6utlHs2zndbmO32wfdb+Nh\n",
       "sG8rdPOxwN6cbwXYgBU4gHXfzFjsB6LBCwRGGJXYyLEbGs6zkOym7wJO9MKJc/COc4q+gQLulbUo\n",
       "ojCxqCnX4nUX1jQLazXOXzFvpmw4UTDpS6eGFCcHFL17HFXoxnOYZGg4z9wW7UvW45CMRITCoWk5\n",
       "fNiW+cwKhMhmBethaJe63T5hc+ylMHga+FHgc47jvBM43/T5v8WkFP09KToWBEEQdpuwGNa2VNt/\n",
       "O19rap6m7ulIMISP8PNuJm3HxchgHNaFNZhcNCJhYlEztxqvX/fg+gJcX9BwOShqzsGJQSMSTg4q\n",
       "Rgs7qzu5FYhqdppOUxTFavO9sI4CFTwHNRThtsJ0p6SgsBRkSz7Fqk84UXUoLowtgU1I5ELYOXsp\n",
       "DL4AfNBxnKeD5U8EIxH1Ac8C/y3wTeAvHccB+Neu6/7xHtojCIIgCA1YyswX0NPi39DXmoG8RXXN\n",
       "iIa6D14QedhKb+9+opRiuA+G+xT3jZv3yjXNVCASJhdhaike/QhgqQRLJY07Gc+pMBpEFU4MmMdg\n",
       "rzidu0FDHUWL0xmmxPlNenStoilWVDy6WLJIO9q42UBzgXbzbtqlTEUmheLEClKsEt8L15Fr4eiy\n",
       "Z8IgiAL846a3LyRe23u1b0EQBEHYKZZSZDMW+R6r4f1klCGse6gHz904J0Q2rbhtVHHbqFnW2hQx\n",
       "Ty7qKLKQjCp4GqaWjIAIy1SyaQKREDwPKnoz3XOMtwrtIhXxCvHLjQq2OxGnSrXYQFDkHX6kFHh2\n",
       "nfllPxIV4fttTFsvSBpEx/rvJwULGNECQcpWIF7C9btRsB8mZIIzQRAEQdgCG0UZPF9Treto9CWt\n",
       "zbCcNd88d0OhqlKKkT4Y6VPcH0QVKnXN9FIcUZhc1BSr8XfKNbgyq7kyC6FYKGRNCtLYgOJEAcYG\n",
       "FJl9nq1Z2Bs6CpDmzyy17rpu1hS67cLWCMVKu8iJCtK0otoO4Bc/N3/7pz45fHn7e711EGEgCIIg\n",
       "CLuEbSlybXrSfa2p1Eykoe6bfH+/Q/HzftGTapylWWvNStlEFUKhcHPZREZClsuwPKW5MBU7ZsN5\n",
       "IxBODCjGCqZeQRB2k/Be2WzkJCC9ZwYdMUQYCIIgCMI+YKn1oiEUCzVPU62bdKRuGE5UKUUhB4Wc\n",
       "wjlp3vN9k3I0uWTEwvSSmZAt2TM8vwbza5pXgknYlILjAyscy2vGCorjA2auhnSXTsQmCLc6IgwE\n",
       "QRAE4YAIxUIuWPZ8TbmmqXsmPzwcVlVx8LnTlmUiAKMFxQNnzHs1TzOzbNKPQrGwUIy/ozVML/pM\n",
       "L8JLN2KxMBJEFo4XgshCP6QlDUkQDhwRBoIgCILQJdjW+tmKtdZUPU2tHqcgdUtkIW0rTg3BqaHY\n",
       "lkpNM72smV6G6SXNzKpiYTXOQdIaZldhdlXHYgEYysPxggoe5nU2ffDHKAi3EiIMBEEQBKGLUS2K\n",
       "ncPIQto2r7tp+NSedGO9wtBwnsnpVW4ua6aXCESDZikZWSBOQ3p1Ms5NKuQCsdBvohXHC4q+noOv\n",
       "yRCEo4oIA0EQBEE4ZISRhZF+G6+kGiIKNc+MgNQNEYWQbJNYADO/ws1lU9Q8vWxeLzRNQLxcguWS\n",
       "5vVpndiWEQij/TDarxgtKIbz3XW8gnBYEWEgCIIgCIeYjSIKNQ9qdVOn0G2OcyuxUK1rZlYIBINm\n",
       "ZkUzu9I44Ve5BtfmNNfmIBz30lYw3BcLhVA0tBshShCE1ogwEARBEIQjRnOtQs3zo6LmmgdoU0zc\n",
       "bWRSitNDcDpRs+D5mvlVuLkSiIVlIx6Sszd7GmZWYGZFw0SsIvI9RiAc64dj/YrRfokuCMJGiDAQ\n",
       "BEEQhCNO2rZI2/Fyte5TqWtqdTP5mkX35u3bidGQ7jtt3tNas1wyQiAUBDPLmqVS43fXKrBWaZyY\n",
       "zVKm0PlYv+JYn+K2Yo0smkKue8+BIOwXIgwEQRAE4RYjk7LIBB5AOJeC5ydGPdLdLRaUUgz0wkCv\n",
       "4q6x+P1K3aQeza7oQDSY5ZoXr+NrmFuFuVWNi+bp10wVdMbGzAgdCIaRPiMeejPdex4EYbcRYSAI\n",
       "giAItzCtJl7TOqxRMHUKda87ZmjuRE+LVCStTSRhNhAJs6tGMCyuhTEEQ9WDySUzgVvyk2w6EAx9\n",
       "KniY1yIYhKOICANBEARBEBpQTROvhVGFeiAUaodEKICxcbAXBpuiCzXPjIJU9DNcmy4zu2KiCCvl\n",
       "xu+Xa3BjAW4stBcMw3kjGIb7ZDhV4XAjwkAQBEEQhA1pjiporanUNdW6phqMetQt8yhslrRtJlIb\n",
       "Gs5w22Ater9cM8XOs6uauVUdCYZitfH77QRDJgXD+VgwDPfBcF4xkOvOgm9BSCLCQBAEQRCELaGU\n",
       "mZU4mzbLdS8uZq56ZnbjwzryTza9fjZngFJVR7UJ5mEmZFurNH6/WoepJZhqSkmyFQzmjUgYzsNQ\n",
       "IByG8iYFShC6AREGgiAIgiDsiJRtkbKBHrNcC0Y9MiJBo7U+9Ok1uYxifBjGh9cLhvk1IxjmV83r\n",
       "+VXNclNKkpcoejY0Dqs6FAqGvGKo1zxLlEHYb0QYCIIgCIKwq6RTFunAwzg2aFMvmcnLDlMh82bJ\n",
       "ZRSnM40Fz2COd2HNRBXmVzVza7CwZoqePd24jXBY1evzkBQMloLBXjg+uEY+7TWIhrzUMgh7gAgD\n",
       "QRAEQRD2DJN2ZEVpR77WlKvxiEeef7SEQkgmpRgbgLGBxuPyfTNK0vxaLBwWgtfNdQy+xkQg1sLZ\n",
       "3GLRkLaJiqqH8ubZPBDRIGwbEQaCIAiCIOwbllL0JmZl9oOhUeueKWQ+qkIhxLKMIz+UX3985ZoR\n",
       "CAuBWJhfg8WiZrHYOBcDmOVotmegnWgInwd6YahX0Zc9uudW2DkiDARBEARBODAspejNNAqFSjCH\n",
       "QqVuCpkP24hH2yWbVpwchJODjcc7MNTL9cm1KLKwWAwERFGzVDSRhSQbiQbbgoGcmRxuIBeLhsFe\n",
       "RSFnRmsSbl1EGAiCIAiC0DVYTXMo1Dyfcs1EE+p+d8/IvFdYStGfNY+zI42f+b4pdF4smvqFMMKw\n",
       "GIiG5noGzw/Tk9aLBjBpSEnhYJ7N63z21hFptyoiDARBEARB6FrStkXaNq/DaEJYyOwHI4LeyiP3\n",
       "WFacLsSxxs98rVktrxcL4XPVW789UwgNE4vrhYOloJCDgZyKn3th3K+jalpmgz4CiDAQBEEQBOFQ\n",
       "EEUTMmZZ66A2wdN4PlEx82GeR2E3sZRx4Au59ZEGrTWlGrFQKMFSUZtHiXUzQIMRYqHACLYSPK8B\n",
       "Jk0p3F8hGzwnliXi0P2IMBAEQRAE4VCilCKdUtHQqCE1z6da19Q9k37k+eZ9cUpjlFL0ZqA3s76m\n",
       "AaDua1ZCsVCCpZJmObFcrq3fpucTFU8bGtOULAV9WShkoT8QDf1ZFS33Z81oTsLBIcJAEARBEIQj\n",
       "RTL9CEzveNXTDXMp3OopSJ1IbTB6Eph5GpZKsFzS1FWGqblKtLzcRjj4GpZL5sFCa/GQTUN/1giG\n",
       "/kA4RMtB1CElv9ueIcJAEARBEIQjjVKKnpSiJ+H1VOs+NU/TkwKltKQgbZFMSjHaD6P9iqHhHhbm\n",
       "6w2fV+s6EAGmOHq5ZCIQ4fJapfV2yzXzaDWiUkhvxoiHvkAsND/ne2R0pe0iwkAQBEEQhFuOTMoi\n",
       "k4KhPpt6yQLapyAppKh2q2RSimP9cKy/9XnzfM1KIBhWy7BchpVANKyWjahonrshpFg1j+nl9uIh\n",
       "m4a+HiMWhM0jwkAQBEEQBIH1KUhgHNhqXVP3A8HgGTdU6hV2hp0cTakFWpt5LFbKsFLWrJbMs1k2\n",
       "4mGlbARcK8LIw+zqetEgtEeEgSAIgiAIQhtsy4yElMTzzbCpdT+OLPg+KCWCYbdQSpFNm57/0TZR\n",
       "B6015RqsVmKhsFrWrFZi8bBahkq95deFFogwEARBEARB2AK2pejtaXRWfW1ma67VTb1C3Q+KnJG6\n",
       "hb1CKTN0bS7TXjwA/PqTogw2iwgDQRAEQRCEHWK1KHAGU7dQq+tIKHi+GZ3HUlK3IHQfIgwEQRAE\n",
       "QRD2iFZ1C+EMzp4fRxfCUZFEMAgHiQgDQRAEQRCEfSScwbkZzw+LnI1g8KL6BSMiRDQIe40IA0EQ\n",
       "BEEQhC7AthS2tT4daXQ4hVVTVOtGIPjaRBn8hlmdRTQIO0eEgSAIgiAIQpfTanSkEM83hc9hapLv\n",
       "g6fj9CQZLUnYLCIMBEEQBEEQDjFhpKEV4WhJnqfxtBENYbTBB5C6BiGBCANBEARBEIQjSjhaUiuP\n",
       "T2uTllSta3ytoxGTwoiDH878LBGHWwYRBoIgCIIgCLcgSilsRdsUJWgdcQiffW1SlTxfo7WWqMMR\n",
       "QISBIAiCIAiC0JKNIg5ghMNwwcIrmdehYGh4+MntSdpSNyPCQBAEQRAEQdgWllKkUxa5jLXhen6Q\n",
       "tlT3NH4wslIUcQieRUQcPCIMBEEQBEEQhD3FUgpLQapNkXQSX2u0hnowf0NSNOhEJCJ8He9DhMRO\n",
       "OfzCoFrGeuY7APiPvgsy2QM2SLgl8OqoyxcB0LffCfbhv5UEQYipe5qXJzSFpQrjfcbzeHnCPN97\n",
       "Sq1bTtmq5ffbrd/p+50oV32+8pJPLrfKe+7wyXbore1kz1b3fxA0H0Mnm7e6/n7T7fbtB+3OgaUU\n",
       "KNqOtNRMKyGhE+IBKO/NERw9Drc3Uy2T+k//HlVcA8C6cpH6x38KdeM6IA7bptlrJ7d5+169s5jb\n",
       "b8e7eX/Qfv9eHftrf4GanzOfX7mE9/gH5VoTupaj4BRula06XaGjDfC+Nyn+9Ac+12bBTq1xcgAU\n",
       "8Ma8Wfel68bhuDwTL//9d6SifdQ9zR8963FzORAUN0ChmFkxy6/cUNR8zeWb5vsvXoefSHy/lf3l\n",
       "qs/nv2fs+8iD8OlvwnIZoMpfvQJPPOTz4Fm75XHWPc3nv1fn2my8P1vF9rw6ofjYw+u/u1ryon1+\n",
       "/BGLvpy9pXPcLK52cp01n9N2Nm9l/U7iby/vi60ez27ut1vagt08B52ExKc+OXBtR8beQhxqT8Z6\n",
       "5jtGFARhI7W2hv2FP0Sl0oA4bG1JRlkefgf209/cmpO7Eyf64gXUzSlUsQg0irnqzRyMnALYX8e7\n",
       "2cZLr4MCtbDQcv/q8kWzbnjdzc+hLl9E3+U0bHPDc9S83HxsWznHgrABnZzU/XJI9pNWDsdH32px\n",
       "Ydp8fu8pRd3TkRB4793wqW9oVoI+xb+5anocq54RBEtrgAYVdMq/MmHGgQ956QbceaVONmMcZ8/X\n",
       "TC3qwHGHtTIoS5PvMef4yqxmqRR//+Ub8P0rdXLB9+8Zgy983+NiIBy++SpMLQZjzgO//lTj8Zbq\n",
       "8OUfaC7e9KLfMukAVus+r01BzTPru5PQm9FYwfFML5l17xmLz8k779D85lfi4/yVL/v8kw/4fPeS\n",
       "OYb3vUnx5fO64Rw/8YDi66/q6PMv/UBzdU5j20XGB+HHH2ntmIe/yUbX4MsTZl9KKbTWXJnVfPkH\n",
       "dc6MWNiWWvebnhwkWh/M65cnNA+cWS/eUqkSgzl/y/fFTnr8k8fTyr69oPm+eOWGQqOZXTGf73db\n",
       "cBDnQOjM0fIutI8ql6E/A7Rx2HaDw5xG0hxlee1VyOfBMn9Ian4OdfFCtNzR0b/8Ovg+6qb5x9WX\n",
       "Xsd7/4+0d6JvXEdVymAH+1tbxf6jP0Sl01RSFnZhCP/suc6O9y6yzsbpSfNBNre9/XcSGpdf9WJI\n",
       "GAAAHshJREFUN07GYmvhsVWhIggb0fzne21Wg4qd1FZ/xoc9ZaP5mKeXNL//tEetbj5/6brp/V8N\n",
       "HPdnr4DnETnKpVrTBoMcZuU1LEb4Gv7iRfAxKwz3ws2VOPdZAf09UKyYN4qV9d//SuL7I3m4sRDv\n",
       "p1jtfMyVevxb3nuKBgewWjeP8Pg8D1bK8fYzNpSrHr/1F0Ti6K8vNYqfug+/8RRYlvnW89c0/Vkj\n",
       "ngAmFzX/z59rKsG5e/6qpu6H+9C8XITcD+o88WAqEi7JKMbLN+Djj7SPmvhBekipqlmrQN2DZy7C\n",
       "s5d9+nrg/BtwYx5WAsHVk4aBXPRXs47kNaKUMnZ0uC+SHFSP/05ovi+uzmnQkM+KYy7E7Jln4TiO\n",
       "Bfw28ABQAX7Wdd2Lic9/FPjfgTrwe67rfnqr+/AffRfWlYuRk6uzWcjld8P89hzyNJJ1UZZKGdDo\n",
       "/gGzgtZYL72AqpnWXV+5hPfY46hrV83nvtfoRE9OQKmECv9irl1BXbyAvufezRmkNValhNY+2rNQ\n",
       "c7OonqxJCqwG/57pzG4c+q6hb78TfeVSfA0Mj0S9+rAJoTG1sfDYdaEi3PJoDaVawp3VUKya5WxT\n",
       "07UXKRvtvrdbaSadKFWNcx1mGbw2DdVaHAGoBoJhncffxEYfryWc9xtNjrwGynWohU1aC2c1+f3r\n",
       "mxACG9HsANY9jcI405FNiYOp1I1jvVKOmp0oupDEB8KfqVSFSi0hNvzGItBiIBCUivf1g2tQrpmo\n",
       "xgvXG6MYr03BC9d93nrOjmxOXlcjfUawLRfjyAkYwbJcguUbje+XapDviYXM8YKKUmfassF90cxG\n",
       "vd2bEcr3nlK8OqGi49uUfV3ITu7jo3IOjhp76c3+GJBxXffdjuM8Cvxa8B6O46SBXwceBorA047j\n",
       "fNF13Ztb2kMmS/0nf7p9WkyTw7ZtEhGCdY5xNzhpO4lgKIXfk0MFLbfOpFHVatTaq7lZ7C/9MSro\n",
       "atPplGnlw+Ov18D34giAV0dNT0fCYJ0TfXocEqlEOtOD8n1UcQ0NKMtGj4xAUvD15tFnz+3gBG3M\n",
       "OhvHTjb20DdfR3YK7/EP7ixqpDVUgq65LhM+wtHinjH48/NxT3C+xzyvhqksWbNOyMsTmuklTTlw\n",
       "7MI0k3a9iJtNB0g6S/eMwRf/xo/SOIZ79a72tt57SvHKDWV6RIH+HMwsx73bEDiRCU9SYZzbvSK5\n",
       "72oLp3unWJje8mcvebxl3BzLYtEcfyEbFGFu8P25VfPsdxBHDSScft3me8n3UwquzGiePO/ha021\n",
       "HttUrcONec1bg6Y+ug4D0fbGnNlWym5x/lRruwdy8Mid5r8pdDjPv2F+5HvGTOTo9Zsa2/I4MwyT\n",
       "i3HEofm+aHdspVBImAzmBkGjNXznNXj0Tov7x63ouEJ7Pvaw3VFA7GYdRLMjfm4kTCXanmNe9zT/\n",
       "+XvehuliG5GyN3cOhP1lL4XBe4AnAVzXfcZxnIcTn70ZeN113SUAx3G+DTwGfH5He7TtnTtszTRH\n",
       "CNIp4wiXjGO7KxGKTo79RvnmZ89hf+OrUS+0vvw63t/6kXXpP+ryRao3c/gPv6MxypLvw/vYT0QF\n",
       "2/ge9vPPxd+tVlDVStxbXa2hM5koouAPDmHNzYEO/lHtFHos0ZraKbzHHm8sNoZoWY+MYP/Vt4ww\n",
       "USbuoGZmINOD6eMCMhnUtat7J75aOfp0yOm3U23t6Sg0xk6gJidQK8tmOd/XIHy2LFQEYQMuTMdO\n",
       "CwQOlIb+oOY/mzbrPHDGLHu+ZrEY9+SWa+a9reD5OnLAQkcj2fv7ndfC1BaTxnFz2d/1FAZN7An7\n",
       "Qb3ARofRY0E5bMaAPfDdd4WMbXrPJ5ca3/c0rFRg5aYpivYSxzqz2nm7gzkTVQmjCrZlmvVQKykg\n",
       "ZZnhIpWCXAb6emA1iILYwEqHSMdq1Wz35QmThuQ1/R5jhfgN39fMr8X2KGX215uBaqnxeyp4NP+8\n",
       "I/3wwBnjkDdHIF66DtfmTORDAVdnoS8DmaCp70nBK5Ma24qv46TT2iy4w/dCoQxE99FTL/q8Otm6\n",
       "hiG0rxXNdRBDOb2jmoCUbWptwjqMD9xnkbLVth3zF6/7uFMazwelNG7ZvPfQuTb5W21sktSl7mIv\n",
       "hUEBWE4se47jWK7r+sFnyWZtBRjY8h5ajUr0kz+9dQdyA8d8XVpHuQKL83EPe7VqesG3S6fUpE75\n",
       "5j94DmthDuqmW0VdvYyfTOVJfD/M4a9//Kewnv1rIB4VKDpnXh197Wq8v75+VKXS0Lvt3/eWuAbh\n",
       "7DlICpMTJ9F33tN4fN/8WrQ99c2v4T3+Qfwfetwsv+5CfwFdrWLZCuy0iVYoBdnAc2nXFbWbNDv6\n",
       "Xr3x84S4YuTUxoKzg9CgXsO+eiVev1JBXbkU/2bbESoHwWGutbnFUAp6g9zptSDPPVzWTfdX6GCF\n",
       "KSU6eK8dzb2Qx/rhwqRmZsU4H69OKO4+oRqiCktFDSqOXuw2L09obi7FPcuVFXMgdiLtpZly4r1u\n",
       "FQW5NJwZhr7cemGQ/BWbHe7NUKpBLkXg5MFAD8wnHHANFHqg6sPYAHz0Ifi9b0E5EAMZ26RqNYsv\n",
       "W8X2BJqUXDqOUCS5sQg9gaCs1P2GiILSsRBJhwLFMtdmvgcKOZhegkrw4/XYcO5Y7HQ3R7Zen9aU\n",
       "avG1XawakRCmm8178MzrPsvBOWiugYgEd7B+NkVU3A5mW2GKWrXOlmsYQpvDqIntw/KaORvbrQmo\n",
       "ezqK1IGJ2nUSJxtxfV5T9+K2olqH56/63D9uSc//IWYv/8mXgf7EcigKwIiC5Gf9wEKnDY6O9jcs\n",
       "F598mlpxLU57Ka6Rf+H79H74w5s2UtfrFL/4RfwZM+6cNXmN3o9+FJUyp6Z6M0clZUWNibey1uCo\n",
       "Ks+j98XnyD/xREsbO1F96SUqywuotI3WGn96guzzz5D7wAdQqVTD5wDezBQohZ0zPfje4iJUE900\n",
       "1Sq9S3P0BnY0fz+9vEB+8SbKMc5memwoOtbonPz9j1FzXQDsc+dY+/Sn0WumFVd9ffTf51D97ncB\n",
       "yI7cj/qJj0frpx2nYXvN+9fLC/TNTZC57z6zPPQQxclr0fnPjI6Se+JDlL785fg3GT1O7yMPrbNz\n",
       "r1h3TUxcRWuNnpujAvSOjjZcI2058XDL5eKTT1LzPQi+r3yPnpWF6Dfr9P1ObPUa3A6d7ptO7IeN\n",
       "O6Hb7dsKjz1Y4Mr8GhPzxku553QKNEwtGg/q1HCaxx7Mkw7+yAeXKowWSlEBbi4Ng4M5Rkfbe/Gf\n",
       "+JDPF58xUdQzozZ/eb5COm3a5fmiZr6UIpWqR+1of69PT8aiWtNorTl7PNNgw07JzpW4uVqKZlBV\n",
       "GFGw1VSh0JrN+NkZyzjNm8VWCae3aR+tIhsKk08/V4Tplc3vZzNYmBqHtbAoWjeKgpC5kqmPWCgp\n",
       "/uS8ouL50UmqafPXGIovtGniaok+FkuZR01bWGr9ybo6q5gKnNZK1aS5hGig4kNdm8Li44MWj93X\n",
       "g20pbEvhnE7xLz63TC1wnvtyinfe1497wxiQ79OkUuXoGvT1evmniUWM75nUovC3eG0Kri5neOc9\n",
       "psOqsFQhlSoSBBRIpaBQyPLQ7RmuzK9xYaIafbfmmchHf06RSpkTpLWmUMg23Fc1T/P8ZfN//tDt\n",
       "GfILFZZKxaAI3Owo30M02tVAr7VuGxvxvdcrzBdLDffm9dUeHrlrewr9zbeVef5akZoX/86zq/DZ\n",
       "72h++L4Mb7+zZ9fuaWH/2EtP62ngR4HPOY7zTuB84rNXgbsdxxkC1jBpRL/aaYMzM42toVWsYkOD\n",
       "o14qVlmb2XyrqV53sSenY8k7OU3pe8/Hvccjp7ALQ3EPulI0a+vy1AzFmRVGR/vX2dhx/8sl7HDo\n",
       "h5VlVL1G5eVXKC8sm17j8PPQviAPwA+/4/nrevNKxXJ0DtRyCbvmQbWKbSs8K0Xtu38dFxeff6mh\n",
       "uDjq+T1+1nz/hVexUxno7TMbt1Ks/O7vmjoEoPLyK9R/8qej9Vlo/DdZZ7/WVJZL6OR5evfjqMsX\n",
       "KRRyLI2corhSi94LbSrOrux6iljbKFHzNXE1GP44myOdsqhOTlN65vvtR27qgOofImUHKWkAdopi\n",
       "/9CWrtt2bOca3A4d75sN2C8bt8thsG8rLM6v8sT9mpcnzG9176kwTzlc9lmcj7tvx/s0I/k4HWIk\n",
       "rxjvqzAz0zpPpDlF4/UJ4yRYVhyRGMnVmevV3Fw27dbxguKjb4UL04pCIct4X4XZmZVdyzV+6VIt\n",
       "EgVgHL7kCDut0k5asZWOd9uisfq1AyrRu24p45yHjXlamYLg5vVrHiysQm+aHZO2GwuMtxKY9X3N\n",
       "xLymUo0LuMMUo/CkpW34228xQ7lOLJk0naVS4CTXfYbycRpSSLGiWSkHoxCFKUShfcD8ctTsMjHv\n",
       "U1ytRGkr33ulTNrSUdpcSml+84tL0TEe64ehnIoiWccLZuSnZhFmJf5qa4nfs1yDly4XuXPI/Hee\n",
       "yPmslHQUUfBycCJXZnG+yhP3a/Dg+4m/Q5MKpakFBh0vKE7kynz1OePl3zMGf/KcH9XFPPNKkbvG\n",
       "zO8SnltbmaFz/eAkl6uaQbsYbaPVfZOcn+PEINRqcf1QNg3Ly+W293YnzhU0d42ZYn7fN795sQKL\n",
       "Ux4Tc0WedUtbqjnYS45SZ89es5fC4AvABx3HeTpY/oTjOD8F9Lmu+ynHcf5n4M8x7eG/c113cqs7\n",
       "WDcqUW8+ymHfNZrSOqhWsL7x1bgVVQp9512o193NpZk0EeWTT94whbypNPRk46LmTvnmuZypAWgg\n",
       "li767Dn4zrei4l7SGdN4h8OTzs1if+lPGkchah5lKZnWs7LcONxocQ3rme9EqUFtj2+jgvAgjScz\n",
       "2g9TCya9iITDvdsjQe10e61GbtrC9/Wd9+Bfvdw+/Wo7bCXVSbjlaJXH2y79oF0ecjuaUzSqdU0m\n",
       "DbV6XNB4/7jFm07qhm1mMxYPnIHR0R4mpyodh65sZqOJmq7ObXg6tuTwb5ZSvfM6SRqGAtUwPhwP\n",
       "n3pyAF5p+kcMHVhfm1z9pLhppUk66ZSaZ8SMH9QRbDaakrJNFMn3zVSySQGWTcVDvfal4e4xxeSS\n",
       "ZrlsChYGcsbZvnvMHMdEk2O+kvgrUxhHONy8RaN4qXtwbc6PBGi17rNUjFOJanXorZnIAcDsiuad\n",
       "dxGl8rzvTYovPu9zcdr8nQ1kYWJxvVBoFzV6dVJTrsbvl6vw0g2fdND0nhmxuDrrR8XT2RS8404r\n",
       "moArWYAPpu5mainevzulyWVgsNeIEstWFMsmhhLeFr4Pn/6WxvfMQTffN+Wqz2/9hbdu4IG1xHnu\n",
       "VGC9ESlb8fFHUjx53sOd1tRrsBTsq1Izx7DVmgPh4Nkz78F1XQ3846a3LyQ+/1PgT3e0k+ZRidrN\n",
       "orsBW3FcAfDq+NevYV03vcj+6TNY199ALS5EOfwte+DbEQgP66++hXXlIvRkG8d365SvXq2gvvHV\n",
       "uOZBqYbiX3XtqinkVQrLtkxrWa1GxcTrioubRllad36yPVG0oC1NvfGbLQjX9dYO+6YmFNsCnba3\n",
       "7phPnCScd0BrvX7kpq3aY6fw/taP7F4EpEUdyV4Pobup+0boWjYaTrF1HvLme/CVgnfcETtAodO+\n",
       "0TY7DV3Zyv5wNBQwhaRKERVlzrcptt1KatB+c7wAZ4eNha9NdbYwchBVo3MestngRdjL3+rXTdYH\n",
       "WMoIlrWK6RUuZI3zF9ZxWJjfL+xxr9Tgt76ig9/UJ22bXnvlmaJf24prDhrsSR5fUAANpnfb82J7\n",
       "UpZx5K/NGQNsy0RZwuPWTcUxWsP3r+go5eXL5+Fjb7e5MG1SgGbni/zZ8zoSFmEEJ7QvbcHZkbjT\n",
       "7dqccfrDXZTr8PVXNT0ps4HRfsVoIb4mjxcUb0nk3p9/w28Q1DMrxrZw3oWw6HpsQAXFxwoVjOQU\n",
       "DhFb90yBc2hV833zlZf8hiFoV0omDas/+PsP6yLCgQe2Q8pWfPgBG/9Fix9cMb6BUsbGumfqEB46\n",
       "12EjQldx+LsVM9m2vdWbYqtDT9opvPd/GD8xfKn9/HMQTJKyqR74Ftv03/1DqErZOFpaNzpaLUbA\n",
       "ica8v/Cymek5KJZVdipuNUKUgp4sVsrCs+oNowrpvj5UtXk2nw3Oz+lx1Of/Y/soTZve+M04zTXX\n",
       "bemw7zsbiLF8IUdlcbVx5KZt7mO3RllKCh2l1P4MobsbQ7YKB0KneQe2Ohtpq7HI39JUfNjsBDVv\n",
       "88a8cSCTY+gnh65sJjkaCsCrk5DPxEWZuo3r342CIOS1SejPGQtbFea2QqngnAV9SWFaT6fef4sg\n",
       "nz5Rg1Hoheoykafra+OEJ2sGyvX4c8syvdlhylO5Zl6H61eCwuG0bWys1MxxDeXNBlZK2qTHEO9P\n",
       "ER+D9o0wyQdObE8KMmkzjwGBvcmUtdlVc+4aahxsouL6TMrMXRGuf3NZB06xxehoD199rsxg3ovS\n",
       "bKL9BelA50ZUNORodP5pvKaKFcimY0f/vfdYWKdjgbyRuM7YULPjPsG0baIObxm3zHClhSzHMiV+\n",
       "5y/9KAKQtoNi8cCsTvdNaHRvJk7z2w1StuIfPJ7ns1+p8v3LgeDTxr7TwwefRiRsDfknh607aYn1\n",
       "w7SXiA498Bttc1uOlmWjCwNQC3rx05k4CZPGnl2tNXrkWGNE4+y5hlGDOkZMYMMozW737jcfQ1sb\n",
       "d3t7bcRYZrQfPbXQOHLTrdpbvoviRtg/tur4d2I3xiIfH1Y8dzV29FO2ea8dzaOheL5xRMPBozOp\n",
       "9bMXD+YSI9ZYsFhmQzJ20GurjLPZPOFXcgSeZM96M5utZzClWCqwPx6/vx39GVPwatmKFJrVSuyk\n",
       "Z1KJSdsSdti2yfXvzzbO65BJmQjA/GqinC3sOU+c42IVhvNxylhPOu6H6s/BzaXGCMOGo9wqMxt0\n",
       "6NRmLBqOIRvYaduxE/vOO63Isfd9zbcvxAooY0PdSvTwp0y6UDoo9m1ev5lWAvejb7WikYaar+sz\n",
       "IxbPX/Wj82xZRkwksSzVdsSfdXMKHFN4WnM9SIM7e4xIYD9wRjE62sPMTJWf+6CKUvLGCpo/e4G2\n",
       "980H7rN4ZSJOJSr0mlGt5lbjY9ytCcXStuKJB1MUq3FKYHgMwuFChMEOWed4d+qB34htOFodndyE\n",
       "4MgXcpSD/PPkfrYsSHYapWlD2nHQ519afyy73Tu90+11WW/5umvwVhUqwq6wndlIO41F3mmb949b\n",
       "uJM6Sg1q1Tub5PSwIn1VR856jw2j/VAPPNE7x8yEWGFvbyEHn3y/xaVZs887jmn+zVf8aHSX/qxx\n",
       "nFcTDtQ/+mHFt1+DXC7N28dr/O7X40LT/iyMj8CNebM8PmJ6SC/NANrMM6CU6d1WCk4MwYWJxjkB\n",
       "+nPxJHPZjHHMQwZ7TaFuKG4KWRgbhEuBk3r3CePMz65AKqUY7oUnHlB8/VVz/KMFzVPnAyGkjdP6\n",
       "ttvgtmPGsfZ9zbdcv6EI9cGzirlVHTmRA0FPfZiPnsvEc1+AOa5HE456c/Hs+BBcn48LjAs5ODMS\n",
       "O6Xx5Frm8+MF1XAM73uT4svndcM1kxwGs+5pLkzFn9/WwrF+8Kzddv3ma7CdwG2XZvOWcQt30o+c\n",
       "4PERsFU8T0Gn+6bV/qDz5GXZjMVH3hrPzXBpxmt732QzFj/3QXZt3oJOhDUHMmHZ4UbtVihpH9Bd\n",
       "O1JIkFNfKORYGjy+rgd+r/O9Nzue/L6MttKcSrSF4x8d7WdmaqFrHO5WdO2INclrsMuLj7v2HAYc\n",
       "Avu28k+7rt1sTiU6Xlg/SdJGNQjbpd02w/O9lX3WPd1QrHz2GPzY2+yG3t26t77YOUlytJYP3Gc+\n",
       "a7V+aF/z+s0OFrDhcrnq8/nvme9//BHz/XB7rZzgpJO80f7CUZ2af7/m85MsSm13DTSfs+Q5aWVj\n",
       "p+sm3F4ul+Y9d3gdz1nzb97pmtioAH0r29vuPb/V/e+Edjbuxb26HY5Yu3lLI8JgF4lujC6d+Gnf\n",
       "btxtHn+3NyzQ/TZ2u33Q/TYeAvt2JAyge5wJ2D2nbK+OYb+uh+0ez3Ydxu3sb7dt7Ba63T7ofhsP\n",
       "gX0iDDZJd3isR41bPff6Vj9+QehyOqX+HAaOwjEk2e3j6bS97ezvqJ1zQRDWI1UhgiAIgiAIgiCI\n",
       "MBAEQRAEQRAEQYSBIAiCIAiCIAiIMBAEQRAEQRAEgcM1KpEgCIIgCIIgCHuERAwEQRAEQRAEQRBh\n",
       "IAiCIAiCIAiCCANBEARBEARBEBBhIAiCIAiCIAgCIgwEQRAEQRAEQUCEgSAIgiAIgiAIQOqgDeiE\n",
       "4zgW8NvAA0AF+FnXdS8erFUGx3EeBf4v13UfdxznLuAzgA+8CPyPruse2FiwjuOkgd8DzgE9wP8J\n",
       "vNItNjqOYwOfAu4BNPA/YH7frrAvieM4x4HvA+/H2PYZusRGx3GeA5aCxUvAv6S77PunwI8CaeDf\n",
       "AE93mX3/DfAzwWIOeBB4L/Cv6QIbg/bv05j7xAf+IeDR4RxKu7lt26Td3AW6uc0EaTd3wb4j2W4K\n",
       "hsMQMfgxIOO67ruB/w34tQO2BwDHcX4B00D3BG/9OvCLrus+Bijg7x6UbQH/FTAT2PNh4P/FnLtu\n",
       "sfEjgO+67nuBXwL+RZfZB0SOwr8F1jA2dc3v7DhOFsB13ceDx3/XZfa9D3hXcO++D7iDLvuNXdf9\n",
       "/fD8Ac8CPwf8sy6y8UNAPrhP/g82f59Iu7k9pN3cId3cZoK0m7vBEW43BQ6HMHgP8CSA67rPAA8f\n",
       "rDkRrwMfw1xgAG9zXfebwes/Az5wIFbFfA5zo4L5nWt0kY2u6/4J8N8Hi7cBC8Dbu8W+BL8K/A4w\n",
       "GSx3zTnE9NL0Oo7z547jfNVxnHfSXfZ9CHjBcZw/Bv4L8EW68zfGcZyHgXtd1/003WVjCRhwHEcB\n",
       "A0CVzdkn7eb2kHZz53RzmwnSbu4aR7DdFDgcwqAALCeWvSBMdKC4rvtHQD3xlkq8XsVcjAeG67pr\n",
       "ruuuOo7Tj/mz+yUaf+9usNFzHOczmPDjf6DLzqHjOD+D6T18KnhL0V02rgG/6rruj2BSCv5D0+cH\n",
       "bd8o8Hbg4xj7/oDuOn9JfhH45eB1N9n4NJAFXsX0wv4mm7NP2s1tIO3mzjgEbSZIu7mbHLV2U+Bw\n",
       "CINloD+xbLmu6x+UMRuQtKkfWDwoQ0IcxzkD/CXwWdd1/yNdaKPruj8DOJh8wGzio26w7xPABx3H\n",
       "+RrwEPD7mEY75KBtvEDwp+a67mvAHDCW+Pyg7ZsFnnJdt+667gWgTGNjfND2AeA4ziBwj+u63wje\n",
       "6qb75BeAp13XdTDX4Gcxecch7eyTdnObSLu5I7q9zQRpN3eFI9puChwOYfA08ARAEPI7f7DmtOVv\n",
       "HMf54eD13wa+udHKe43jOGPAU8AvuK77meDtrrHRcZz/OiiwAhP284Bnu8U+ANd1f9h13fcFeZTP\n",
       "A/8AeLKLbPwEQe644zinMI3dU11k37cxedqhfb3AV7vIvpDHgK8mlrvmPgHyxD3/C5gBIzZjn7Sb\n",
       "20DazZ1xCNpMkHZztziK7abAIRiVCPgCpgfi6WD5EwdpTAvCqvb/BfiU4zgZ4GXg8wdnEmBCfAPA\n",
       "P3McJ8yZ/XngN7vExs8Dn3Ec5xsYJf/zmLBfN53DZjTd9Tv/O+D/cxwnbOA+gen96gr7XNf9kuM4\n",
       "jzmO89eYTohPAle6xb4E9wDJEXu66Tf+Vcxv/C3MffJPMaO9dLJP2s3tIe3m7tJtbSZIu7lbHMV2\n",
       "UwCU1jJakyAIgiAIgiDc6hyGVCJBEARBEARBEPYYEQaCIAiCIAiCIIgwEARBEARBEARBhIEgCIIg\n",
       "CIIgCIgwEARBEARBEAQBEQaCIAiCIAiCICDCQBAEQRAEQRAERBgIgiAIgiAIgsDhmPlYEPYFx3FS\n",
       "wO8A9wFjgAt8DPhHwP8ELGJmGb3ouu4vO47zYeCXMTMrXgb+oeu68wdhuyAIwkEg7aYgHC0kYiAI\n",
       "Me8Cyq7rvhu4C8gBv4CZkv5twA8BdwPacZxR4F8CH3Jd923AU8C/OhCrBUEQDg5pNwXhCKG01gdt\n",
       "gyB0DY7j3As8DrwJ+HvA7wL9ruv+r8Hn/wQYAp4FPgtcC75qA3Ou6z6+70YLgiAcINJuCsLRQVKJ\n",
       "BCHAcZyPYkLcvwH8HjCCCYMPJlZTwbMNfNt13b8bfDcL9O+ftYIgCAePtJuCcLSQVCJBiHk/8Ieu\n",
       "6/4+MA08Frz/hOM4/Y7jZIAfB3zgGeBdjuPcHazzS8Cv7LfBgiAIB4y0m4JwhJBUIkEIcBznfuAP\n",
       "gAowhQl3zwOTmHzZVWAW+Lrruv+34zgfAf45phfsDeCnXdddOAjbBUEQDgJpNwXhaCHCQBA2IOjZ\n",
       "+juu6/5GsPzHwKdc1/3SwVomCILQnUi7KQiHF6kxEISNuQo84jjOC4AGnpQ/N0EQhA2RdlMQDikS\n",
       "MRAEQRAEQRAEQYqPBUEQBEEQBEEQYSAIgiAIgiAIAiIMBEEQBEEQBEFAhIEgCIIgCIIgCIgwEARB\n",
       "EARBEAQBEQaCIAiCIAiCIAD/P2nK/8p0WXYZAAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19e28b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# faceted logistic regression\n",
    "sb.set(style=\"darkgrid\")\n",
    "df = sb.load_dataset(\"titanic\")\n",
    "\n",
    "pal = dict(male=\"#6495ED\", female=\"#F08080\")\n",
    "g = sb.lmplot(\"age\", \"survived\", col=\"sex\", hue=\"sex\", data=df,\n",
    "               palette=pal, y_jitter=.02, logistic=True)\n",
    "g.set(xlim=(0, 80), ylim=(-.05, 1.05))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAfEAAAHxCAYAAAB9MoV9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VPd97//XObNrZrQgxGpWGwYwtsEY7HgFA3bSrHXT\n",
       "prnN5iRNYsepb5a6bdL+kvxu/GiT26Zt0pvkxmncNLf3tm62m8WOdxvjBduYxQsewIDZhZA0o9mX\n",
       "c879Y4RAIIEkZjQzmvczDwV0NDrne46E3/M95/v9fA3HcRAREZH6Y1a7ASIiIjI2CnEREZE6pRAX\n",
       "ERGpUwpxERGROqUQFxERqVPuajfgbIpFy+ntTVe7GeOura2JRjxvaNxz13k3nkY9946OsFHtNkwk\n",
       "Nd0Td7td1W5CVTTqeUPjnrvOu/E08rlL+dR0T1zKw7ZtkslE2fcbCoUxzZp+HygiMqEpxBtAMpng\n",
       "8CMPE/QHyrbPVDbDjHXraW5uKds+RURkdBTiDSLoDxAOBqvdDBERKSPdCxUREalT6onXkBPPrr1e\n",
       "m76+8j3DTiT6cLDPfuxslkL3cay+OHYmi53N4hTyYJoYponhdmMGQ7iam3GHm3Hc+tUREak2/Ze4\n",
       "hpx4dm11tJJM5Mq2387eblqagnDK3XS7UCB/+BC5A/spHOvETqVGt1O3m96dO7CWXkrw0svwTpte\n",
       "tvaKiMjIKMRrTNAfoDkYxLDL96NJpEtzUR3HoXD0CJmdUXKHDoJlAWD4/XhnXoC7vR13axtmIIDp\n",
       "92N6fTi2DZaFUyxgJZNYfX0U++Lkjh4h99prdL32Gl33/Tu+ufNofsvVNK+6Clc4XLa2i4jI8BTi\n",
       "jcC2cA7up2fjU1jxGACullZ8s2fjmzUH96RJGMa56y+42yYN/D2RShFauhTzwAESLzxP+tWX6dq3\n",
       "l+P/+R80X3MtbTe9Fe/UaRU7JRERUYhPaI7jkNu3F9fmFyCTwTJNfHPn07RoMZ6OjvPev6u1lebZ\n",
       "c2i55lqK8RiJTc8Re+xR4k8+QXzDk4QuX0H7u2/BN2NGGc5GREROpxCfoApdx0g8/xzFnh4wDJg7\n",
       "j/YVK3E1NVXkeO6WVtpueiuta9eTfGkzPb+9n+TmF0m+tJmW666n/V3vwd3aVpFji4g0KoX4BGMX\n",
       "CqS2vEQmugMA37z5pGbNwRMOVSzAT2W4XIRXriJ0xUpSW1/i+E9/QnzDk/Q99yyT3v5O2m56K6bH\n",
       "U/F2iIg0AoX4BJI/eoS+ZzZip1K4mlsIv+VqvFOmkurqGve2GIZBaPkKgpcuI/70U3T//Gd0//yn\n",
       "9D37NFP/6EM0LV4y7m0SEZloFOITgGPbpF/eTmr7VjAMmpZeSvDSSzFclfvx2rZNItE3oteay5bT\n",
       "HomQvP9+0s9s5ODffQP/FStpfvfvYp5WRa69XVXlRERGSiFe5+xMhvjGDRSOHsEMBmm5bnVZBq2d\n",
       "SyqbJb/hSeyWUTznnjoN3+q15LdsJvviC2Rf3o532eW4Zl7Qv88Mk//wFlRIUERkZBTidazQ0038\n",
       "8Uex02m8F8yi+eprMX2+cTv+mOqxB4M4M2aQfu1VUtu2kN/0LL45cwmvugrKuECLiEgjUIjXqdyB\n",
       "A/RtfBKnWCS4/HKaLr5kRHO9a4FhmgSXXoJv1mwSzz5N7s19FDqP4l6+otpNExGpK7pvWYfSO14j\n",
       "/sSjOI5Dyw1rCC69tG4C/FTulhZab3orwcuvwM7nyT/7NAd/8EPsbKbaTRMRqQvqidcRx3FIbd1C\n",
       "+pXtmIEALWvW4mmfXO1mnRfDNAlevBTfjJn0PvUksQ0bSb0WZdrH/pjAgoXVbp6ISE1TT7xOOI5D\n",
       "8oVNpF/Zjiscpu2tv1P3AX4qd1sbvjVr6Xjn2yl0H+fAN/6arp/ch10oVLtpIiI1SyFeBxzbpu/p\n",
       "p8hEX8fd1kbrzW/DFZp4i4wYpsnU3/89Zv3ZF/FMnkzvb+9n/9e+Su7A/mo3TUSkJinEa1wpwDeS\n",
       "27sH9+QOWte/FVeg8pXXqilw0QLmfPm/0XLDavKHDvLm175Kz/2/xulfdU1EREoU4jXMsW36ntlI\n",
       "bt8ePB1TaF1307hOIasm0+9n6gc/wsw7P4crFOb4z37Cga/fTf7I4Wo3TUSkZijEa5Rj26XpV3v3\n",
       "4O7ooOXGdQ1Zczx4yaXM/erXCF95Fdk9e3jzq/8fPQ8+UFrnXESkwWl0eg06MYgtu+cN3JMn03rj\n",
       "ekyvt9rNqjjbtonH4xQKZ763DL7v/bgWL6HvJ/dx/D//g/im52h+3x/imT6yZU5DoTCmqfesIjKx\n",
       "KMRrUM9zz5PZGcXdNonWtY0R4FAq5XrwoYfxe4avAue94UYK27dS2P8m3X/7DdyRxbgjizBcrrPs\n",
       "N8OMdetpbm6pRLNFRKpGIV5jCtHXybz6Mq7m5v4Ab4xn4CcEAwGafGcp5RoMwuobyR08QGLTsxRf\n",
       "fw3n8EHCq96Cd/r08WuoiEgN0P3FGpJ+9hmKr76MOxSidd3NmAHVEh+O74JZTHrnewhEFmElEsQe\n",
       "eZD4Uxuw0ulqN01EZNyoJ14jEptfpO8n94HPx/R3vZ2cSwF+LqbXS3jVVfgvvIjEpmfJ7dtD/tAB\n",
       "mi65lKZFS856i11EZCJQT7wGpKOvc/Se72F4vfiuvg5va2u1m1RXPO2TaXvr2wlfeRWYJqmXNtPz\n",
       "q1+QO7Afx3Gq3TwRkYpRT7zKcgf2c/if/hHHcWj7yEfJdh2vdpPqkmGaBBYuwjdnHqntW8lEXyf+\n",
       "xGN4pkzFXHJxtZsnIlIRCvEqKhzv4uA/fBM7k2HaH38KIovIdm2sdrPqmunzEV55JYGFEZIvbSZ/\n",
       "8AAc66S3pxvfe/8A34yZ1W6iiEjZKMSrxEomOfgPf4cVj9HxvvfTfOVV9PXFq92sCcPd0krrmrXk\n",
       "OzuJv7iJ3PZtvPnydsKrrqT9ne/BO21atZsoInLeFOJVYOdyHPrW31M4epS2m99G2/qbq92kCcs7\n",
       "dSq+G27EP6mNzEMPktj0HInnNxFedRWTfucd+GaqZy4i9UshPs4cy+LI//wO2T1vEL7qLUz+vd+v\n",
       "dpMmPMMw8F+8lI4r30Jyy2a6f/VLEpueJbHpWULLV9D2tt8hMP/CajdTRGTUFOLjyHEcOv/1X0ht\n",
       "30bTkouZ9pGPYagU6LgxTJPwipWELr+C1Lat9PzmVyS3bCa5ZTOBBQtpu/ltBC+9TD8TEakbCvFx\n",
       "dPxnP6Hv6afwzZ3HjNvvwHDr8o8H27ZJJPoGb5w/n5Y7/oTA7l2kHn+MzOs7yOzaiWvyZJquvY7A\n",
       "yivPWWxH9dhFpNqUIuOk9+EH6X3gN3imTmXmnZ/F9KuYy3hJZbPkNzyJ3dI25NddS5bimzmL4u6d\n",
       "WAf2k/jFz0n86pe4Zs/FPX8+ZsuZ8/ZVj11EaoFCfBzEn95I13/8H1wtrVzw2S/gDjdXu0kNJ+gP\n",
       "EA6eoyb7jBnY2SyZXTvJ7Hwda+8bWHvfwD25g8DChfhnz8VowOVgRaR2KcQrLPHSZjr/5Z8xm4Jc\n",
       "8NnP45ncUe0myVmYfj/BSy6l6eKl5A8dJLMzSv7wIRLHu0i+8Dy+OXMJXLQAJ9BU7aaKiCjEKyn1\n",
       "2qsc/f53MbxeZt75WXwXzKp2k2SEDNPEN2s2vlmzsRIJMnt2k929m+zuXWR378IIhUimU/hXr8Hb\n",
       "MaXazRWRBqUQr5DMrp0c/h/fAmDmHXcSuPCiKrdIxsoVDhO6bDnBSy4jf/QI2Td2kzuwn+SDD5B8\n",
       "8AH88+cTXnUV4StW4m4d+rm7iEglKMQrILNrFwf/4Zs4xSIzPvVpmhYvqXaTpAwM08Q3Yya+GTPp\n",
       "i8XwBpsobttG+vXXyO7ZQ9d//B8CFy0gtGIloctX4Jk0qdpNFpEJTiFeZpk3dnPwH/4Op1hg+idv\n",
       "J7T88mo3SSrA8HhoWnUlzetuohiPk9z8AokXniezexeZXTvp+vd/wzd3HqHllxNadjneGTMwDKPa\n",
       "zRaRCUYhXkaZXbs49I9/h1PIM/2TtxG+fEW1myQVMmjuuQHmFStpuWIlob44uZdfJrt9K7k33iC3\n",
       "by/dP/8prvZ2fIsvxrdkCd4LLzpjlLvXa9PXl9DccxEZFYX4GNm2TTKZGPg89/oOeu/9Z7AsWj7w\n",
       "IZwFC0e9oEki0YeDXe6mSgWcc+75JcvwR5ZgHT2CdeQwVudR0hs3kN64AVwuzI4puKZOw5w6FSMY\n",
       "wmr209kV09xzERkVhfgYJZMJDj/yMEF/AOvQQfLPPweGgffKt5BPpshvHP2Sop293bQ0nWUus9SU\n",
       "Ec09b2uDxUtwLIvCsWPkDh0gf/gQ1tEj2EePAGAGg2Rnz8IXasFK9IFCXERGSCF+HoL+AO5DB8g8\n",
       "vwnD7aZlzVq8U8e+xGUinS5j66SWGC4X3unT8U6fDoCVSpI/fJj84UPkjx4hseN1ALpe2ER8xkya\n",
       "Fi0iEFlEYGFExYFEZFgK8TFybJv89q1kdu/C8PloXbseT/vkajdL6oQrGCKwYCGBBQtxbBtvLknn\n",
       "jp2YhQKFfXuJPXaI2GOPAuCdMZPAwsjA6zXqXUROUIiPgZ3NEvvhD7B278LV0krrmrW4wuFqN0vq\n",
       "lGGa+Kd04LFdtFx7LaFAE9m9e8jsjJKJRsm8sYv84UPEn3gMAPfkyQQuXEDgotKHd+ZMrbwm0qAU\n",
       "4qOUO3SII9/7H+SPHMacMpW2NWsxvd5qN0smENPjoWlhhKaFEXgHOMUi2Tf3lWq679pJZveugfXQ\n",
       "oVQq1j/vQvwXXURg/oX4583HFQpV+SxEZDwoxEch/vRGjv3bv+Lk8zRddwN2+2QFuJTNkEumntDR\n",
       "gbujg/DV1xCybayuY+T37qWwby/5fftI73iV9I5XB17u6ujAM3sOntlzaFm0GP/sOZhavEVkwlGI\n",
       "j4CVSnHs3/+NxLPPYAYCTLvtDpwFC4iPYQS6yHDONW1tSBfMxnvBbJx8HrunG7unB7unG6u3B6ur\n",
       "i+zmF0kAuFz4Zs3GP3ce/rlz8c+Zi3f6DK1pL1Ln9C/4HJJbNtP5v/4VKx7HN3ce0z95G96OKaOe\n",
       "Ay4yEuectjbsN/ZPZ7uw9KnjOFh9cRKHDuH2ebEPHyZ/8AC5fXs58ZtruN14L5iFf/ZsfLPm4Js9\n",
       "G9/MCzD9/rKdj4hUlkJ8GIXjXXT95D6SL76A4XYz+Zb30nbz2zBcrmo3TeScDMPA3dKKabowly+j\n",
       "JdyMUyxSPHKYwoEDFA6WPnIH9pPbt3fQ97raJ+OePh33tOm4p00rfUzuwDjt0ZGqy4lUn0L8NFY6\n",
       "Tc/9vyb2yEM4xSL+Cy9i6oc/im/GjGo3TWTUhr1FP+MCPDMuwG3bOH192PEYdiyG0xfHisewuo+T\n",
       "e+XlQd9iNDVhhMIYoTB5r4emy1cQvmAWrkmTzgj4kTpRbvYEvTEQGR2FeD8rmST2+KP0PvowdjKJ\n",
       "e9IkJt/yXsKrrtL0Halr57xFHw7DzJkDnzqOg53NYMViFGMxivEYVl8cq68P+1gnHOvERanUcO7E\n",
       "N/l8pZAPnPgInPzwBzD8/iGfv1thH8lEaS+pbEZlZ0VGqeFDPH/0CLEnHiO+4UmcfB6zKcjkW95L\n",
       "67qbNPJcGpJhGLgCTbgCTXinD74DZefzWMkExw8dwpVJ47dsrFQSO5nAisdxenuH36/HgxkIlD78\n",
       "pT+tljBu04Pp92MDVm8vdiCA6dG/PZGRaMgQt9Ipki9tJr7xKbK7dwHgbptE23tupuX6GzSwR2QY\n",
       "pteLOakdx7IxXCbNk9oHvuY4Dk42i5VOYadSWJk0drr/I5PBymSwM2msvpPT6DKn7b/r8UfpAsxA\n",
       "AFe4GVc4PPDhDjfjCoVwhcKYoVDp78EgrqYgZlPTuI1XOX3xo7E6/VEC6HGCjF5DhLjjOBQ6O0m9\n",
       "8jLJrS+R2bUTLAsMg6aLl9J8zbWEL79C021EzoNhGBj9PW3OUoLYsW3sbBY7k8ZnWKR6+rCzGbKJ\n",
       "BJ7mZsxMhmJfH1YyQeF4F9gjW9nP9PsxA02YTU2lv5/48PkwfD5MrxfD68P0eDBOfLjdGC536d++\n",
       "y4XhdpU+d7nANDFcroEPXKWvpbIZOp95mqZAE5x43RjWij/1UQLocYKMzYRMLTubJXfgANkDb5Ld\n",
       "vYt0NIoVjw183Td3HqHll9N81dV42tvPsicRKTfDNHE1NeFqaiIY9mFPKgVZMZHAtXwZ4VMWfHFs\n",
       "GyeTwU4msVPJ0p/pNHaq1Nt3TuntO9kMTiZDoacHJ5cdcfiPhQlkT93QH/CG2116I+DxYHi8GG53\n",
       "/5uH0ofpPfmGwkuYgGVi+n0YenwgY1S3IW5nsxR6eij2dFPoPk6hs5P80SPkO49SOHYMHGfgtWY4\n",
       "jDNnLsb0GTBrNvmmJnqAntdeHf4A55BMpfDFesY2p1dEzjCqYjc+f+mDdkxKoXoqx3HAtuk6fgy3\n",
       "Y9MaCIFl4VhFsGywLRzLKgX9iQ/HxrGdgb9jOwN/Os7J12WyGbymC6/LVdpPsbQvp1jEKRaxc3mc\n",
       "VKp0t+8sBlWaMAzw+ig8+zR9ra2lRwihMK7m/kcKoVDp8UIohCtYeoygO4cCNR7iB+77CYmuXqxU\n",
       "CiuVxEomsfr6KMbjpXfaQzCDQQILFuKbMxf/7Dn4580nhoO9fTt+n6/0ojK8Q/fbNj35/HnvR0RO\n",
       "GnOxm2Ekczk8LpOWSeW743a4qwvDZdJ6jn06to1TKJSq6RXypT9zuYE/3U6BXCKNncthZ7NYmTRW\n",
       "bw/pI4dH1A4zEMDsHxPgCpbGBZiBAK5AE8bA44QApv+URwleH4b31McJHky3G9zuk48Nxvh4QKqj\n",
       "pkN8/7/9n8EbDANXczPeKR24mlvwtLfjntSOZ1I7nilT8E6bPuTCD0bnUdLZLEX77O+MRyOZzZDO\n",
       "ZkmkUmXbZzqXwW2a9KVSJFO5c3/DKPfrr0Bby71PT8bBKpZ3YE89nL9jFuuineXer2MWB37X6+X8\n",
       "R71P0zx55+CUxQ69YR/5RA4X4ALy/c/EQ4GmUocl0YeVSJzyZ6K0/USHpv/RQv7oEZxydyhcrlKQ\n",
       "u1ylKbaGcUq4G2D2/2lwcpsB/f838IcrGGLmn3wWd2tredsnAwznlNvOIiIiUj80l0FERKROKcRF\n",
       "RETqlEJcRESkTinERURE6pRCXEREpE4pxEVEROqUQlxERKROKcRFRETqVEUrtkUikSuBv4lGo2si\n",
       "kcgy4FuABeSAD0Wj0WOVPL6IiMhEVrGeeCQSuQu4B+gvWM4/AHdEo9E1wM+AP6vUsUVERBpBJW+n\n",
       "7wZuYaCKLn8YjUa39//dA2QqeGwREZEJr2IhHo1GfwYUT/n8KEAkErka+DTw95U6toiISCMY11XM\n",
       "IpHI+4AvAr8TjUa7z/V6x3EcLYknIjKhjPo/6sWi5bjdrkq0pV4Me83GLcQjkcgHgE8Aq6PRaO9I\n",
       "vscwDLq6EpVtWA3q6Ag35HlD4567zrvxNOq5d3SEz/2i0/T2pivQkvpxtms2HlPMnEgkYgL/CISA\n",
       "n0UikccjkchXxuHYIiIiE1ZFe+LRaHQfcHX/p+2VPJaIiEijUbEXERGROqUQFxERqVMKcRERkTql\n",
       "EBcREalTCnEREZE6pRAXERGpU+NasU1EpN788Iff59lnn8btdvEnf/J5Fi++eNDXDx48wN/+7V9T\n",
       "LBbxen185St309zczPe//x1efPF5DMPgjjv+K5dccllF23n//b/iF7/4KY5jc/31N/LBD35k0Nc/\n",
       "85lPDvz9zTf38fa3v4tPfvLT59yvZVl8/etf48CB/RiGwRe+8BfMn3/hwNcfeui3/Oxn9/G97/2w\n",
       "bOciI6cQFxEZRjT6Otu2beGee35EZ+dR/vIv7+Kee/510Gu+8Y27+dSn7mDJkqU8+eRj7N+/j3C4\n",
       "mc2bX+D73/8XDh48wJe//EX++Z9/XLF2Hjp0kF/84qf80z99H7fbzQ9+8D2KxSJu98n/xH/72/9z\n",
       "4LVf+coX+fCHPzaifT/zzFOYpsl3v/vPbNmymXvu+Q5//dd/B8DOna/zm9/8svwnJCOmEBeRsrr/\n",
       "/l+xadMzxGJx4vEYH/3oJ7j++tX9AfBdTNNk5swL+NM//SLJZJK/+qs/J5VKcvx4F7fc8vu85z3v\n",
       "5Y47PsGkSe309cX53Of+jL/+66/icrlxHIcvf/lrTJkylW9/++95+eVtAKxf/1Z+//f/kLvv/gpe\n",
       "r5cjR47Q3X2cL33pyyxcuIjf+713MGfOPObNm8dnPvO5gbbedddnyWROlvScN28+n/vcyVWSt2/f\n",
       "yqpVVwEwdeo0LMsiFovR2toKQC6XJRbrZePGDXz3u99m0aIl3HbbZzhy5DDZbJZ8Pk8ymcTj8QCw\n",
       "adOz7NoV5QMf+MjAMY4cOczdd3+FQCBAd/dxrr76Oj7+8U8NuqbnaucLL2xi0aLFfO1rX6a7+zgf\n",
       "+tBHBwX4qb71rb/jttv+BL/fD8D3vvdPbN++Fdu2ed/7/gtr1qwb9PrrrlvN1VdfB8DRo0cIh5sB\n",
       "iMdjfP/73+HOOz/H179+97C/D1JZCnERKSvDMLBth3/8x+/Q3X2cT37yVq6++lq+/vW7+d73fkhr\n",
       "ays/+MH3eOCBX3PVVStYt+5mbrhhDcePd3HHHZ/kPe95L4ZhsH79zVx33Wp+9rP/ZMmSS7jtts+w\n",
       "fftWkskku3bt5OjRw3z/+/9CsVjk9ts/zooVV2AYBtOmzeBP//SL/OpXv+CXv/w5X/jCX9DVdYx7\n",
       "7/3fNDc3D2rrN75x9sUU0+kULS0tA583NQVJpZIDId7X18fevXv47Gfv4hOfuJ2/+Zv/xgMP/Jq3\n",
       "v/1dXHjhRfzRH72XZDLJn//5XwJw5ZVv4cor33LGcTo7j/LjH9+Hx+Ph9ts/zvXXr2bhwkUjbmc8\n",
       "HmPbti1873v3ks1muf32j3HPPf9KKBQa9Lrdu3eRTqe5/PIrAHj22ac5cuQw3/nOD8jlcnzqU7ey\n",
       "cuVVZ3yfy+Xi7ru/woYNj/O1r30Dy7L4m7/5b3zmM5/D6/WetW1SWQpxESm7FStWAtDePplQKEx3\n",
       "93F6err5q78q9R5zuRyrVl1Fe3s7Tz31AzZseIymphCWZQ3sY/bsuQC84x3v5t/+7Ud8/vN/QigU\n",
       "5JOf/DRvvrmPyy5bDoDb7ebiiy9h7969ACxcGAGgo2PKQE+9paX1jAAHuOuu/0omkxn4fO7c+Xz+\n",
       "8yd7uMFgkHT6ZA84nU4RDp9cjKK5uZmmpiaWL18BwNVXX8cLL2zC6/ViGHDfff+XVCrF7bd/jCVL\n",
       "ltLRMWXI67VkydKBnvGSJUs5cGD/oBA/VztbWlpZvnwFgUCAQCDA3LnzOHhwP4sWLRl0nIceup93\n",
       "vet3Bz7fs2c30ejrA8/LLctiz57d3HPPdwFYufJKPvShjwLwpS99hdtu+wyf+MRH+Mu//OrAWIB8\n",
       "Ps++fXv49re/Oeguh4wPhbiIlN3rr78G/B49Pd1ks1k6OqYwZcoUvv71b9LUFGTDhicIh8Pce++9\n",
       "LF16Ce95z3t56aUXefbZjQP7OLEM8VNPPcllly3n1lv/mIcf/i3/63/9iNWr13L//b/kD/7gv1As\n",
       "FnnllW287W1vZ9OmodtjmkOv5PiNb/zDWc/jkkuW8Z3vfIv3v/+DdHZ2YtsOzc0ne+Y+n59Zs+aw\n",
       "bdtWLrtsGVu3bmb+/AvJZDIEAk0YhkEgEMDj8ZLNZoc9zhtv7KJYLGIYBjt2vDooaEfSzksvvYyf\n",
       "//w/yefzWJbF3r17mTlz1hmv27z5RT7wgVsHPp8zZx6XX76Cu+76EsVikR//+F4WLIgMPD8H+O1v\n",
       "f0NX1zE++MFb8fl8GIbJkiVL+fGP7wNKt9i//OUvKsCrRCEuImV38OAB7rzzdtLpJF/4wp9jmiZ3\n",
       "3vl5vvCFO3Ecm2AwxJe+9FVaWgJ85StfZcOGJ5g3bz5NTU0UCoVB+1q0aDF33/0VPB4PlmVx552f\n",
       "Z8GCCFu2bOZTn/oohUKBtWvXD/RcT4T/iT9LRr2ENQCRyCIuu2wZn/zkrTiOPdD7femlF9m+fSsf\n",
       "+cjH+fM//yu++c2vY1kWM2bM5Pbb7wTg5Ze38alPfRTbtrn55rcxa9bsIZ+Jn2jfXXd9lr6+OOvW\n",
       "3cS8efNH1c758y/i7W9/N7fd9jEcx+HWWz9OOBwe1E6A3t6eQXckrr32erZs2cynP/3HZDJprr9+\n",
       "DYFAYNC+16xZy913f5U77vgExWKRO+/8/KBb6I7jnHatZTwZjuNUuw1n4zTqeruNeN7QuOc+kc77\n",
       "gQd+TSwW4/3v/8A5XzuRznskent7+fWvf8EHP3jrwLkfOXKYv//7/37O594TRUdHeNSJ39WVqOmg\n",
       "qrSzXTMVexGRslPHbDgO73//BwdtMQxD10vGTLfTRaSs3va2d1S7CTWrrW3SGdumTZvO17/eGL1w\n",
       "KT/1xEVEROqUQlxERKROKcRFRETqlEJcRERqWvzpp6rdhJqlEBcRkZoWe/yxajehZinERUSkttV2\n",
       "PZOqUoiLiEhtU4gPSyEuIiJSpxTiIiIidUohLiIitU2304elEBcRkRqnEB+OQlxERGqaOuLDU4iL\n",
       "iEhtU4oPSyEuIiJSpxTiIiIidUohLiIitc2xq92CmqUQFxGRmuZYVrWbULMU4iIiUtMU4sNTiIuI\n",
       "SG1TiA9LIS4iIjXNKSrEh6MQFxGRmqbb6cNTiIuISE1TiA9PIS4iIrXNKla7BTVLIS4iIjVNPfHh\n",
       "KcRFRKS2OQ6OrYIvQ1GIi4hIzXN0S31ICnEREal9uqU+JIW4iIjUPM0VH5pCXEREap4Gtw1NIS4i\n",
       "IjVPIT40hbiIiNQ+hfiQFOIiIlLzNDp9aApxERGpebqdPjSFuIiI1DynqJ74UBTiIiJS89QTH5pC\n",
       "XEREap564kNTiIuISO1TT3xICnEREal5Gp0+NIW4iIjUPJVdHZq7kjuPRCJXAn8TjUbXRCKRi4B/\n",
       "AWzgFeDT0WjUqeTxRUTqgV0okNq6BYDgsuWYHk+VW1R71BMfWsV64pFI5C7gHsDXv+mbwBej0ej1\n",
       "gAG8u1LHFhGpF3ahQOeP7qX7gd/Q/cBv6PzRvdiFQrWbVXPUEx9aJW+n7wZuoRTYAJdHo9EN/X9/\n",
       "AFhXwWOSNsbdAAAgAElEQVSLiNSF1NYt5A4fwjAMDMMgd/jQQK9cTnIcu9pNqEkVu50ejUZ/FolE\n",
       "5p6yyTjl70mgZST76egIl7NZdaNRzxsa99x13o2noyOM0ewn7nZhGKX/RDqOQ3Ozn8kNfF2G4vE0\n",
       "9u/KcCr6TPw0p76NCgOxkXxTV1eiMq2pYR0d4YY8b2jcc9d5N54T527PX4xrynPkDh8CwDdjJtb8\n",
       "xRP2uow1iBOJ7IS9Judytms2niG+JRKJ3BCNRp8E3gY8Oo7HFhGpSabHw9QP36qBbediGOd+TQMa\n",
       "jxA/MQL988A9kUjEC7wG/GQcji0iUvNMj4fwylXVbobUoYqGeDQa3Qdc3f/3XcDqSh5PRESkkajY\n",
       "i4iISJ1SiIuIiNQphbiIiEidUoiLiEjt0+j0ISnERURE6pRCXEREpE4pxEVEROqUQlxERKROKcRF\n",
       "RETqlEJcRERqn+Oc+zUNSCEuIiI1z1GID0khLiIiUqcU4iIiUvMMFXsZkkJcRESkTinERURE6pRC\n",
       "XEREpE4pxEVEROqUQlxERKROKcRFRETqlEJcRESkTinERUSk5mme+NAU4iIiUvtMxdVQdFVERKT2\n",
       "KcSHpKsiIiK1T7fTh+SudgNEROqdXSiQ2roFgOCy5ZgeT5VbNPEY6okPSSEuInIe7EKBzh/dS+7w\n",
       "IQCS27Yy9cO3KsjLTSE+JF0VEZHzkNq6hdzhQxiGgWEY5A4fGuiVSxnpdvqQFOIiIlLzAsFQtZtQ\n",
       "kxTiIiLnIbhsOb4ZM3EcB8dx8M2YSXDZ8mo3a8IxXa5qN6Em6Zm4iMh5MD0epn74Vg1sqzANbBua\n",
       "QlxE5DyZHg/hlauq3YyJTSE+JF0VERGpeeqJD01XRUREap9CfEi6KiIiUvMMQ3E1FF0VERGpfeqJ\n",
       "D0lXRUREap5hqtjLUBTiIiJS+9QTH5KuioiI1D6F+JB0VUREpOZpitnQdFVERKT2aXT6kHRVRESk\n",
       "5qknPjRdFRERqX0K8SHpqoiISM1TT3xouioiIlL7NE98SApxERGpfRrYNiRdFRERqXmGOuJDUoiL\n",
       "iIjUKYW4iIhInVKIi4iI1CmFuIiISJ1SiIuIiNQphbiIiEidUoiLiEjF2fk8uc6jPP3u3/NUuy0T\n",
       "ibvaDRARkYnLcRysvj6sVAoce+z7scb+vRPZuIZ4JBIxgR8ACwEb+ONoNBodzzaIiMj4sHI5rN5e\n",
       "HMfBMM3zCmKnWCxjyyaO8b6dfhMQjEaj1wL/P3D3OB9fREQqzLFtCr29FLu7ATDKUG7NsRTiQxnv\n",
       "2+kZoCUSiRhAC5Af5+OLiEgFWek0xb44BkZZVx5zCgrxoYx3iD8N+IHXgXbgneN8fBERqQDHtin2\n",
       "9GDn8xVZNtQuqM83lPEO8buAp6PR6JcikcgFwGORSGRpNBod9qfT0REev9bVkEY9b2jcc9d5N56J\n",
       "cu6Fvj4K8QRGsw/wDfs62yry5hiP4TGLE+Z6ldN4h3gQ6Ov/ey/gAVxn+4aurkSl21RzOjrCDXne\n",
       "0LjnrvNuPBPh3O1CgWKsF6dYxBjBUqHn81y7t7sPV51fr7E625uX8Q7x/w7cG4lEnqIU4H8RjUYz\n",
       "49wGERE5D6dOGzNMc0QBft4sq/LHqEPjGuLRaDQG/O54HlNERMrHyuWwYjEc267Is+/haIrZ0FTs\n",
       "RUREzsmxbYqxGHY229/7Pv9pY6OiEB+SQlxERM6qUtPGRkM98aEpxEVEZEiVnjY2qrbomfiQFOIi\n",
       "InKGYjKBlUhgGGbVAxzQwLZhKMRFRGTAaKeNjRfdTh+aQlxERKozbWw0VDt9SApxERkXdqFAausW\n",
       "AILLlmN6tKx0rajWtLHRUE98aApxEak4u1Cg80f3kjt8CIDktq1M/fCtVW6VOLZNMR7HzmSqM21s\n",
       "FJyinokPpTbfconIhJLauoXc4UMYhoFhGOQOHxrolUt1WOk0+WOdOLlczfa+B9HAtiGpJy4i0kBq\n",
       "adrYaOh2+tDq5ycoInUruGw5vhkzcRwHx3HwzZhJcNnyajer4RSTCfKdR0sjz+sowEEhPhz1xEWk\n",
       "4kyPh6kfvlUD26qkVqeNjYZ+W4amEBeRcWF6PIRXrqp2MxpKzU8bGwWnUKh2E2qSQlxEZAKqh2lj\n",
       "o2HnctVuQk1SiIuITCD1NG1sNJy8QnwoCnERkQnCSqcpxuOlqXwToPd9Kjufr3YTapJCXESkztXr\n",
       "tLERc7lwFOJDUoiLiNSxmlttrAIMr1c98WEoxEVE6lA9ThtzbHtM32d4vDga2DYkhbiISJ0pxuN1\n",
       "NW3MymTo27iBvmefHtP3G34/VjpV5lZNDApxEZE6UW/Txux8nsRzzxB/6knsTGbM+zFDIQpdx+rm\n",
       "vMeTQlxEpMbV27Qxp1gksfkF4o8/hpVMDGx3hcNYicRZvnNoZjAIjoOVTOJubi5nU+ueQlxEpIbV\n",
       "07Qxx7ZJbd9G7NGHKfb2DGw3A0203LCa0BUrOfC1r456v2YoBICVSCjET6MQFxGpQfU0bcxxHDKv\n",
       "v0bvIw9R6Owc2G54vTRfcx0t11yH6ffjWGNbxORkiPcBM8vR5AlDIS4iUmPqadpY5o3d9D78IPmD\n",
       "B05udLtpXnUlLTeswRUMnfcxzP59nHprXkoU4iIiNaKepo3lDh6g9+EHyb6x++RG0yS0fAWta9bi\n",
       "bm0t27FOvZ0ugynERURqQL1MG8sf6yT2yEOkX3t10PampZfStnY9no6Osh8z1383In28C7MvDkAo\n",
       "FMas8bsU40EhLiJSRVYuh9Xbi+M4NX3rvNDTQ+yxR0ht2wKOM7A9sDBC67qb8M2o3LPq9J49mEBm\n",
       "1y6sYJhUNsOMdetpbm6p2DHrhUJcRKQKHNum0Ntb89PGiokE8SceI/Hi82BZA9t9s+fQdtNb8c+d\n",
       "V/E2NIWbyQJuyyIcDFb8ePVEIS4iMs6sdJpMrg8nl6vZ3reVSdP3VKnKmlMoDGz3TJtO2/qbCSyM\n",
       "jN8bD58PADubHZ/j1RGFuIjIOBk0bWxyuNrNGZKdz9P37NP0PfXkoNB0t0+mbd16mi6+ZNzfeBim\n",
       "ieHxYOcU4qdTiIuIjINanzbmFIskXnyB2BOPYieTA9tdzS203riW0PIVGC5X1dpn+v046omfQSEu\n",
       "IlJBtT5tzLFtUtu2EHv0EYqx3oHtZlMTLTesIbzqKkyPp4otLDH8fqxkEueUQXWiEBdpGHahQGrr\n",
       "FgCCy5bXxH+YJ4qhrq3jOFh9fTU7bcxxHNI7XiX2yEMUjh0b2G74fLRccx3NV1+L6fdXsYWDmT4/\n",
       "OA6O1hUfRCEu0gDsQoHOH91L7vAhAJLbtjL1w7cqyMtgqGvb8Yf/BTuVqtlVtzK7d5WqrB06eHKj\n",
       "203zlVfRcv0aXDU4AvzEGwo7mwW3ousEXQmRBpDauoXc4UMDo4lzhw+R2rqF8MpVVW5Z/Tv12jqO\n",
       "Q2b/m/Q9vZHQZctqbtpY7sD+UpW1PW+c3GiahC6/olRlraV2512bvv4Qz2XBff6lXCcKhbiISBnY\n",
       "lgWWhQE11/vOdx6l95GHyOx4bdD24CWX0bp2PZ7Jk6vUspEz+qeZOfk81N6NgqpRiIs0gOCy5SS3\n",
       "bR245eubMZPgsuVVbtXEEFh6Ce5Nz5E/egTDMPBOmUpg8eJqNwuAQk93f5W1rWdWWVt/M77pM6rY\n",
       "utE58ehHz8QHU4iLNADT42Hqh2/VwLYyO1HvfPJ7fpfMjh0ABBYvxnRX99oWE339VdZeGFxlbc5c\n",
       "2ta/Ff/cudVr3BgZ/b+v9imFZ0QhLtIwTI9Hz8DLxMrlsOIxHKs0cM0wTYKXXFrtZmGl0/RtPLPK\n",
       "mnf6DFrX30xgwcKae04/UobXCzDovEQhLhNQNadSaRrXxObYNsVYDDubral653YuR9+zTxPfuGFQ\n",
       "QRT35Mm0rbuJpiVLa+45/Wid6IkrxAdTiMuEUs2pVJrGNbFZ6RTFvjgGtVNxzSkWSbywidgTj2On\n",
       "Tqmy1tJC65p1hJZfXtUqa+U08Ey8oGfip1KIy4RSzalUmsY1MdnFIlYshl3I10zBFse2SW59idhj\n",
       "j2DFYgPbzaYgLavXEF555YR689gd76XNU4qrfCZDIZuhdifDjS+FuIjIMIrxOFY6Vap3XgMB7jgO\n",
       "6ddeIfbIwxS6hqiyds11mP1TsSaSeCrN5NWr4be/xd3cTMe69YRCtbmAzHhTiMuEUs2pVJrGNXFY\n",
       "uRxWrBfHdmomvLNv7D6jyprhdhO+6mparruhJquslUtHaxvh9smkAbNYpLlZ/fATFOIyoVRzKpWm\n",
       "cdU/x7YpxuPYmUzNDFzLHthP7KHfkt275+RG0yS0YiWtq2+s6Spr5WS4XBheL3YmU+2m1BSFuEw4\n",
       "1ZxKpWlc9ctKp/sHrhk1MXAt33mU3ocfJPP6jkHbg5f2V1lrr/0qa+VmBpqwswrxUynERaShDQxc\n",
       "y+drIrwL3d3EHnuY1PZtg6usRRbRtu4mvHVUZa3czIAfO52udjNqikJcRBpWMZHASiZKA9eqHODF\n",
       "vj7iTzxaqrJm2wPbfXPn0bb+Zvxz5lavcTXC9AcodndXuxk1RSEuIg3Hzucp9vbiWFbVw9tKp4g/\n",
       "tYHEc88MrrI2Yyat626q6ypr5eYKBHAKBZxiEUPLkQIKcRFpII7jYMVjWJlM1XvfVjZH7PFHS1XW\n",
       "crmB7e7JHf1V1i6u+huMcnFsC8PlxlWaFlYc637MQAAAK5PGHW4uU+vqm0JcRBpCaeBaX2mp0CpO\n",
       "G3OKRRLPP8fBDU9QTJ5WZe3GdYSWTZwqa7Zt4fL5cQVbcflL64Ff839/6pzj24ZlNpWm0dmpNCjE\n",
       "AYW4iExwjm1T7Omp+sA1x7JIbt1SqrIWP6XKWjBI6w1rCK+6akLcInZsG0wDVyCAJ9xc1mvuCjYB\n",
       "pUcQUlL/vzEiIsMoJhNYieoOXHMch/SrrxB79CEKXV0D202/n+ZrrqP56msnRJU1x7IwvF7czWFc\n",
       "TZUpPDPQE1eID1CIi8iEY+fzFGMxHKtYtVvnjuOQ3b2rVGWtv4ofnKyyNvddv0PfBFjLw3FsTL8P\n",
       "d3ASZv9yoZVy4s2BldI0sxNGFOKRSGQqcC1QAJ6KRqO9Yz1gJBL5C+CdgAf4p2g0+qOx7kukkWnZ\n",
       "0zOdMXCtSgGe3f8mvQ/9lty+vSc3mibhK1bSsvpG3M0tuENB6KnPHqXj2BimC7OpCVcwOG53OU6U\n",
       "lj11xbZGd84Qj0QiHwD+FngaMIHvRSKRP45Go78Z7cEikchq4C3RaPTqSCQSBO4a7T5ERMueDsXK\n",
       "ZinGYlUduJY/eoTeRx4aXGXNMEpV1m5cV/dV1gYGqjU14eofKT6eXK2tABR6x9yPnHBG0hP/K2BF\n",
       "NBo9BBCJROYAvwZGHeLATcDLkUjkF0Az8Kdj2IdIw9Oypyc5tk2xtxc7l6vac+9CdzexRx8m9fJp\n",
       "VdYWLS5VWZs2vSrtKgfHccBwcAUCuINhzCoMvov1xWhJ9NHkK92uz3QexbZtzAkyBe98jOSn0Qcc\n",
       "OfFJNBp9MxKJ5M7y+rPpAGYB7wDmA78EFp31Gzoac7m5Rj1vmJjnbhcK9Gx6HoBJV64assc8mvM2\n",
       "mv3E3a6BEHcch+ZmP5Pr8Nqdz8+70NdHIZ7ACHshXNnnsUPJx+Icvf8Bjj/z7KAqa6EFC5jx7ncS\n",
       "mj/vrN8/aVLtrjzmODaG2407FMIdDFa14ExLSwj/7h04AIZBfv8+/H5oaam/3/dyG0mIbwF+GYlE\n",
       "7gEs4P3AoUgk8gcA0Wj0vlEc7ziwIxqNFoGdkUgkG4lEJkej0ePDfUNXV2IUu58YOjrCDXneMDHP\n",
       "/fRb34efeu6MW9+jPW97/mJcU54btOypNX9x3V27sf687XyeYjxWqtxVhVvnVjpFfMOTpSprxZO1\n",
       "S7wzL6Bt3U34L1pA3jDoOcsz70mTgmf9erU4toUZ8GM2hXC5fJBxIFO+Z9BjedPWHGjGRelNmhlo\n",
       "wkllOH48QT7fGD3xs12zkYS4l1L4vqf/8wLQA7yt//PRhPhG4E7gm5FIZAYQBFQIV6pivAaGVeLW\n",
       "dyMve1qMx7FSqf6lQsf3P+J2LkffMxvPqLLm6ZhC64kqa3VYInVgoFoggCsUqulKca5QkEJXF45l\n",
       "VbspNeGcIR6NRj9SroNFo9HfRCKR6yORyPOUBsndHo1Gx1y9R2SsJsLAsEZb9rRU77wHx3bGPWTs\n",
       "QoHEC5uIP/k4dupk79nV0krr2nWELltel1XWHNvG9PlwBYMDFdVqnRkMwbFjWD090Dap2s2pumFD\n",
       "PBKJ/CYajb49EonsHeLLTjQanT+WA0aj0T8by/eJlNN4DgwLLltOctvWQbe+g8uWl/04E5XjOFh9\n",
       "cax0un/a2Pj1dB3LIrnlJWKPP4IVjw9sN4MhWlevIbzyyrqrsuY4NhgmroAfV5krqo0Hd2sbOaB4\n",
       "9AhceFG1m1N1Z/vt+3j/n1uAz56y3QB+WLEWiUwwjXzr+3xZuRxWLIZj2+N669yxbdKvvkLvow9R\n",
       "PH5yyI7h99Ny7fU0v+Wauquy5tg2hteDu6lyFdXGg7utDYDikSPneGVjOFuIfycSiSwDZgCndhvc\n",
       "wP6Ktkqkwsa7d9xot77Pl+M4FGMx7Eym/9n3+PS+Hcchs2snsYcfJH/k8MB2w+MhfNXVtFx3A66m\n",
       "pnFpSzmcmB5m+gO4g6EJ8ebR3X8LvXBAMQRnD/GPAG3At4DPUOqBQ2kZuaOVbZZIZal3XLsGFW0Z\n",
       "x1u92Tf30fvwg0NUWVtFy5ob62rpS8cuTQ9znaioVoeD7YbjamrCCDRReHMfjuNMqHMbi2FDPBqN\n",
       "xoE48K7xa45IeYxk5Ll6x7XFse1S7zubHdfwzh05TOzhB8nsjJ7caBgEL11G69p1eCa1j1tbztfJ\n",
       "OubhitcxryazvR3r4AEKxzrxTp1W7eZUVX2NyBAZgYkw8rzRlNb6jmEwfquNFY4fP1ll7RSBxUtK\n",
       "VdbqJBwc28Jwuce9jnk1mZM7sA4eIP36jrr5OVWKQlwmnHosSVqawlSq6NZIt/Ydy6Jw/Pi4rvVd\n",
       "jMeJPf4oyZdeHFRlzT9vPq03vRX/rNnj0o7zNTA9LNSGq84G2Z0vc8pUANKvvkLrDWuq3JrqUoiL\n",
       "VJldKLD7n+4lvmcf0Dh3DorJBJlsvFR1bRwC3EqliG94nL5Nz8HpVdbW30zgogUVb8P5cmwbDANX\n",
       "U6Aup4eVixkK4ZrUTnrHa6Xfnzqb5ldOjXvmMmHV27zs1NYtpPYfqKs7B+dj0Frf7ZWvfW1ns6Uq\n",
       "a08/NbjK2pT+KmuLa7/K2kSZHlZOviUXk964gXT0dYIXL612c6pGIS4Tjkae16YTRVuKqRSm6ar4\n",
       "vG+7UCDx/HOlKmvp9MB2d2sbrWvXEbxseU33ZB3HARxMvx93KKzf4dP4Lr2U9MYNJLe8pBAXmWjq\n",
       "aeR5cNlyitFXB26n1/qdg7GwslmseAzHdjDNypYndSyL5EubS1XW+voGtpuhEK2r1xK+YmVN3349\n",
       "MVDNFQyW6pjX+F2CavHOm48rFCb50otMef8f1WXZ23Ko3d9kkQZhejxcdMdt7Ht4AzCx7hyUpo31\n",
       "YmdzFS/a4tg2qVdeJvbowxS7T1ZZM/1+mq+7oVRlrYanXTXyQLVz6Y73ks1lBz5PZTOY6RS+yy4j\n",
       "/fRGjr/0Ir7IWVe1HhAKhSfUOuQKcZEaUE93DkaqmEpiJfoqPm3McRwyO6PEHnmQ/CmlOA2Ph+a3\n",
       "XEPzddfjCtRmlTUNVBuZom1TsE7OJPB6fBS3bMVxl96U9T1wP96uYVe0HpDKZpixbj3NzS0Va+t4\n",
       "U4iLSFnZhQJWLIZdLFT8uXd2395SlbU3953c6HKVqqytvhF3uPID58aiVFHNhbu1RQPVRmBqWzvh\n",
       "4JnXyQmF6A6FsQ8fIuT1YkyQO1ijoRAXkbIZr7W+h62ydtlyWm9ch2dSbS5RWaqoVhqo5p86CVdX\n",
       "otpNqmuGYeCfP5/09m3kDh7AP29Mi2vWNYW4iJy30mpjvRVf67twvIveRx8m/fL2QdubllxM69qb\n",
       "8E6dWrFjj9WgimoaqFZ2/nmlEM/ueUMhLiIyGo5tU4zHK77aWDEWK1VZ27J5cJW1Cy+ibf3N+C6Y\n",
       "VZHjng/btnD5/BqoVmHu5hbc7ZPJHzmMnc1i+v3VbtK4UoiLyJiU6p3HMTAq1vu2UkniTz5B3/On\n",
       "VVm7YFapytqFF1XkuGPl2DaYBq5AAE8o3LDTnsabf85ckt3HyR3YT2DBwmo3Z1wpxEUa0EhWeRv2\n",
       "e4vF0sC1CtY7t7NZ4k8/Rd/TT+Hk8wPbPVOm9ldZW1JTt6Udy8LwenE3q6JaNfjmzCH50ovk3tyn\n",
       "EBeRic0uFDh67z+TeWMXAIEtLzHt1o+NKMiLyQRWMlmx3rddKJDY9CzxJ5/AzpxSZa1tEq03riN4\n",
       "2bKamoY1MFAtGKrpOegTnSsULt1SP3qk4W6pK8TL5Hx6NlJ7xuPneeox2tdfX/b9Dye5+UXSr7yM\n",
       "XSj1cNOvvExy84s0X/WWYb9nUL3zCow6L1VZe5HY448OqrLmCoVpWXMj4RW1U2XNcWwM09VQS3/W\n",
       "g0a9pV4b/yrqnNavnljG4+d5+jGK0Vdped8HxuV3JrtvL3YhP3A72i7kye7bO2SIl+qd91Vs2phj\n",
       "2yS3bSX22MMUu7sHtpt+Py3XryZ81dU108MdGKgWDOJqoJ5evRi4pb6/sW6pK8TLoB7Xr5bhjcfP\n",
       "M7V1C7lDB3EymdLnb+7HPU6/M765czGe8QwMFDM8Hnxz557xOiuXw+rtxXHKP23sRJW1zscfJnPw\n",
       "0MB2w+Oh+eprab72elyBQFmPORYaqFY/XKEwrtZW8p2dpTEKDfKzUoiLVIFtFSl0Hx8IUjuTxraK\n",
       "5/iu8givWElq+3ayb+wGStO0witWDnzdcRyseAwrXZlpY9m9e0pV1va/eXKjy0V45ZW0rl6DK1T9\n",
       "KmsaqFafvFOnk4nFKHQfxzul9moGVIJCvAzqbf1qObvx+Hka/f+zHWfQtvFgejxMu/VjQz7zP7Ha\n",
       "GA5l733nDh8qVVnbtfPkRsMguKy/ylpb9auslQaq+XAHJ9XMbXwZOc+0aWSiOyh0HlWIy8hp/ery\n",
       "G8nAsnIOPjt9X2f7eZbjuIbLhau9HbN/nWtP89C3ait1HU5dcMUuFOh7fhNWKon/wgW4yhxeha7+\n",
       "KmuvnFZl7eKlzLnlXWR8zWd8j10skNmxA4DA4sWY7rOf02hff6qBgWqBQKmi2ijfvGhQa+3wtE8G\n",
       "oNjTU+WWjB+FeJlMxFWoqmUkA8vKOfhsuH0N9fMs13FP7+2H5sw+o7c/HtfBLhQ48oPvkzt0EMMw\n",
       "8L7yCu2/e8uoQnA4pSprj5Dc8tLgKmsXLaBt3U34LphFYFKQTE9qcJuKBbp//jPyxzoBSL++46xt\n",
       "Gu3rB77vxEC1pqYxP3/XoNbaYjY1YXi9FHt7q92UcaMQl5ozkoFl5Rx8Npp9leu4p9+9mbv+erpj\n",
       "2UGvqfR1sAsFYhueLAV4f+8zf6yTzI4dBC+5dFTncyormST25OMknn8OLGtgu2/WbFrX30xg/oVn\n",
       "/f7Mjh2lQO4/p3O1aTSvdxwHDHAF/HhCzec9+EmDWsfH6euJA/h8XgzOvGtiNDdjHT9OX1/fGT/f\n",
       "VDbDxFmEtEQhLlIlp969KfXcsmf/hjIZNG3Mtss2cM3OZolv3EDfMxsHV1mbOpW2dTcTWLS4alXW\n",
       "BgaqBZswA001Ve1Nzu309cTTuQzTV60iHD7zUUzszb1kjx8nfMkluE5bza4FCNXAwMlyUohLzRnJ\n",
       "wLJyDj4bzb7GcxBjJa5DaeBavLSetWkSWLyY9Os7Bm5Fe6dMJbB48ajaaRcKJJ57hviGJ8+ssrZ2\n",
       "PcFLLxvVc+bRtulsr3dsCzPgr9hANQ1qHR+nryeeSKUIh5tpbj6zX53rmEIW8BeLBIb4+kRjOKeM\n",
       "jq1BTlcDrrfb0RGmEc8bTp57tQe2nW1flRjINNzPvFzXwbFtirFe7Fz+jF7oWAeFOZZFcnN/lbXE\n",
       "KVXWwmFaVq8lvOKKc1ZZmzQpSM9pz8TH0qZTX+9ftAiX14fp9+MKhyteUW2svw+N+u+8oyM86tsg\n",
       "L/3o353TQ7zl2muHDPHeRx6i69//N9M/9WnCV6w84+v16GzXTD1xqUkjGShYzsGEo9nXeA5iLMd1\n",
       "KKaSWIk+DIae8226PaN6Bu7YNqmXtxN79GGKPadUWQsESlXWrnzLefd6R9sm0+0hcPHFuHz+UjnU\n",
       "cSwUo0GttcXd2gqUBlY2AoW4yARlFwql1caKhbKUS3Uch0x0B70PP0Sh8+jAdsPrLVVZu+a6ca+y\n",
       "Vhqo5vRXVDv/gWpS/9ytbQAUY40xQl0hLjLBVKLeeWbPG8QefpDcgf0nN7pchFddResNq8dUZc0u\n",
       "Fujd/BKpZG70c7ttG8PtLk0PCwY1UE0GnOyJK8RFGspEKNph5XJYsdjAwLXzlTt0kN6HHyS7e9fJ\n",
       "jYZBaPnltK5Zh7utbUz7PTG32+ruwrLsEc/tPjlQLayKajIkV0spxK14vMotGR8KcRHqv2jHwMC1\n",
       "bO686p2fGCBW7IuT3beXzI7XBn296eJLaF27Hu+UKefV3hNzu91uFxjGOeZ291dUG6eBalLfTI8H\n",
       "MxTSM3GRRlLPRTusdIpiX7w0cO08As4uFuj6j38nu2/PwOpqJ/gvWkDb+pvxzbzgfJs78vaUoaKa\n",
       "NCZ3S+ugQZcTmUJcpE6Vc+CalUxy/Kf3DV6cBHC3T2bye27BP2/+ee3/dCfmdlvdXeA4A3O7S1Ne\n",
       "HcxAAG8ojHmOKWoiQ3G3tpI/dBA7l8P0+ardnIrSvxAR6q9oRzEeL8vANSuToW/jBvqefXpQlTXc\n",
       "blzhZlrXri97gENpSlj7796C68Aekskc/kWLMD1ezGATrmBIA9XkvAyMUO/twTttepVbU1kKcRHq\n",
       "ZyU6O5+n2NuDYzvnd+s8ny9VWXvqSexTbp0bXm9pEQl/AN/UaTQtWVKOZg/JdHtoWXYZpIqYwaBu\n",
       "mbVgv94AACAASURBVEvZeKeXgjt38KBCXKRR1HLRDsdxKBw/TnLLZgyjVC7VGMNKY06xSGLzi8Sf\n",
       "eBQrcbJamCvcTOuatTRddhnZnaVb6qOd9jWqdjg2pt+Pf/o00rHxqRkvjcM/Zy4Auf1vTpiqbcNR\n",
       "iIvUOCubpXD8ON0//+mol9s8wbFtUtu3laqs9Z5ca9kMNNFyQ3+Vtf47D+ezgtlZ2+DYYJi4AoGB\n",
       "UeaucVz4RRqHb9ZsoFTfYKJTiIvUKMe2Kfb2YudyZHa8NqrlOQf24ThkXt9B7yMPUujsHNhueL00\n",
       "X3MdLddch+n3V/Y8LAvD58XdFMbVFDz3N4ic5vSlSFPZDOYp9fqH4p55AZldO4l1HRvR4LZQKIxZ\n",
       "h9MXFeIiNaiYSmL1JTAMY8zPvoessuZ207zqKlpuWI0rGCpTa4dWumXuq9gKYtI4Tl+K1OvxUdyy\n",
       "lfjZ/m2EwmAdJPZ/f4Frxsyz7j+VzTBj3fohF1SpdQpxkRoy3LSx0SzPmTt4oFRl7Y3dJzcaBqHL\n",
       "V5SqrPWXpawEx7YwXO7SIiTBoAqzSFmcvhTpSBTmzaM3ugOj8yjhBQsr1LLqU4iLnKKapVeL8ThW\n",
       "OoVhnDlt7MSUrLMtz5k/1knskYdIv/bqoO1NSy+hbe1NeDo6KtZ2xy71ul3BNlwTfF6u1Af35A5c\n",
       "4WZy+9+c0PPFFeIyYrVQW7ySbahW6VUrlyNzOImVTp91zvdwy3MWenuIPfZI6bo4zsD2wIKFtK6/\n",
       "Gd85biWOVakcqonpD6gcqtQcwzDwL1hA6qXNZPfuoWnR0Heu6p1CXEakFmqLV7INdqHA8Z/+J+ld\n",
       "0YFiI5UuvVqqdx7DzmZhcnjUBU6sZILYE4+TeGETWNbAdt/sObStv7kiRVpA5VClfgTmX0Rq6xYy\n",
       "r79GYGFkQr7RVIjLiNRCbfFKteHEm4PMrp1YfX042Szu9snlaPKwzqfe+UCVtWc24hQKA9s906bT\n",
       "tv7m0n+sylzxzLFtMAxcTQE8obDW7Za6YAYCBC5aQGZnlNy+vfjnX1jtJpWdQlwa3ok3B65gEDub\n",
       "wc7nsVJJmhZEyl569Xzqndv5PH3PPkPfU0+Ueu/93O3ttK69ieDSS8re03BsG8Pr0fQwqVtNFy8l\n",
       "s2snqVe245s7b8L1xhXiMiKVqi1++jPuarRhgGHgaZ+MlUoRWn45k/9fe28eJddV3ms/Z6ixq6q7\n",
       "1d2aJcuSpWNZ8iBLtuXZxpZtCCGAIWSAGEPyESBALrnJuhkW94ZkkXtv1r2LkDCEhBjCkAQwBifc\n",
       "YEuWJ3mSrMGaS7OsuaWea65zzv7+ONWlLqmHqlZ3dVXX+3h5re6qc87eu7p0fmfv/b6/99EPTuh2\n",
       "waV+54NlPwFa7lwz4nmey9oW+p7fiJMY4rIW81zWIjevmfCZ8aCjmhmJ1qT9rCCUixGJElxyDZlD\n",
       "B8kcPkRomkWqi4gLZTEZ3uLD7XF3/NfPVrUPg9cZ+nAQWrpsQgXcyWZxentK/M5dO0/XUz8ppozZ\n",
       "Rw8Sfdd7SiLOleuSfGsHvRs3lLqshcM033s/0VvXTqjAFut2h0IYkci0m7EIjUvTjavIHjtKYsc2\n",
       "AouunlYPpiLiQtlMtLf4cHvc3W9sBmtkF7LJ8DefrIeDoYFr3uz74j51et++Ege29OkzmAUHNqUU\n",
       "qX176d3wLPnOyXdZk0A1YbpjhMOEV1xP8q3tpHa9ReTmkVe+6g0RcWHCmag0sGqmtE30w8F4A9fS\n",
       "hw/Rs/4ZcidPXHzRNIndtpbmeybOZU0pBZrCCIUwm6RutzD9CV+3gvShg6T27iF49RLM1tap7tKE\n",
       "IP9yhQmlkjSw4fa4Z9x2K+fPD3h7wC+8gJPNoGnalKS0jQc3n8fu7UHZ9qiBa5c6sPliMfo3v072\n",
       "6JGLB+k6kVWrabn/gQlzWVOui2YaGOEmqdstNBSaaRK9bS19Gzcw8MZrtDz8zmnx/Z8SEbcsayaw\n",
       "FXggHo8fmIo+CJNDJWlgwy1jA8V0L7u/D93vx2xrn5KUtkpQSuH095cEro3GoAPbwOuvkdy1k4G9\n",
       "+0reb7r+RloeeBBf+8S4rCnXRQ8EMCIRcVQTGpbAvPkEFl5F9u3jpA/sJ2zVvwFM1UXcsiwf8PdA\n",
       "stpt1yqVRGhPVpvlznAHz3MdGw0NzTBGPF8phZNMkDp4ANex0Q3zsmMvXcbufmMzmVMnUbksuC5u\n",
       "NoubTKJX4Jt8pcvw5Zzv5vMktr5J5thRfPPmEVq8BE03yl46z3d307txPcm3dpS6rC2zPJe1OXMr\n",
       "6vNwDM3tNqKxSQ1UqwU3P0Eoh8gtt5E7e4bE1q3458zDjMWmuktXxFTMxP8a+Drwx1PQds1RaYT2\n",
       "ZLVZzlJ18bxTJ8l3XUBDw2hrKzl/cIk8c+okTlcXrnIZeP1V+l9/FV9b+5htubbtnZfPgetVLXKV\n",
       "S6jMdLIrdXUr53w3n+fsE98iuWun97BhmoSXXUv7ox9AG6O+tz3QT98LzzPw5uYSl7XINUuI3LeO\n",
       "4KJFZfVzNJTjoPn9mLHq5HbXgpufIJSLEQ4TvXUt/ZteYuDVTbQ89MhUd+mKqKqIW5b1UeB8PB5/\n",
       "1rKsPwbqf0PiChlPhPZktFnOUvXgeSqdBtvGVQo9lSo5f3CJ/MKTPyKxfRs6Cru/H03TUOl0GW1p\n",
       "KJTXN9OH0iB60810fPBDAAxs2QyMPNu7Ule3cs5P7thO8mDcE3BdB9cle+LtUet7O+kU/S+/RP9r\n",
       "r5S4rPnnzKFl3SPMu20VPT2psvo4Esp10EPBqpf+rAU3P2F6c2k98StFxWIwZw75M2foeWsHuYUL\n",
       "qb8ipB7Vnok/DijLsh4EbgK+Y1nWr8Tj8XMjndDREa1a56YCLRakzzSKN0BVWFqdzHEP12YsFqR9\n",
       "jDYHz3MM3Xv60jR0Q8c0jcvON1atJHfkEHYi4dXEBnRDxxjm2KFcMA1Cs2bhpDxBM8JhZq++gRkd\n",
       "UQ793ddJvu1FbdvxPVzze5+8TMjHO7Zyz3dtG1tlMQBb14tPobquEYkEaJ1ROvN1MlnOv/AC59Y/\n",
       "h5NOF18PzOxgzrt/idabVxWXuWfMqHzWrJQLmo4ZacI3RUVIrvQzn+7/xkejkcdeCT6/QSA0sXKV\n",
       "WLkcf2IAJ76XZb/5QTqunoteh94IVRXxeDx+7+DPlmU9D3xiNAEHOH9+YLS36x538XKMma8PG6Fd\n",
       "zTadxcvHbHPwPPvUSZRpoqGhAkGMmbMvO3/w2Hz+JJrpQ6FQ/sCwxw6l7bZbOf3y69iFvhmz5uAs\n",
       "Xs6x9S/Rd+RYUSj6jhzj2PqXLpvtjXdsY53f2dlfDFxTcxfhn78Q5+ABlJ0H08Q3bwHOgsV0d3uh\n",
       "Hsq2GdjyBr0vPI+bTBSvb8SaaXnHA0RWrQbDoKfXE/YZM5qK55bVT9fB8AfQm5q83O4c0DU1YSZX\n",
       "8pl3dESn/b/xkWjUsY/nwSUWihENTezWkOaaBD7wIXqf+BYnvvEttD/+M7QaTbUc7TOrzR43ECMb\n",
       "jUzc0lH5bZZ/3liBbUOPVY6DQg0b2DZRfZvM81U+j93dVXRc03Sd9kc/QGrPbrInT+KfP4+mFdej\n",
       "mz7PZW3Hdno2rsfp7b143XATzffed0Uua7Wa2z1ZZjmCMNkEr7+B2O130v/aK1x48kd0fOjXp7pL\n",
       "FaOpIZGxNYhq1CfVRhw3jDz2S4OnAnPnTXrwlHJd7O5u3FxuzGVqpRSpvXs8l7XzncXXtUCA5jvv\n",
       "Jnbn3eijpHaNNhMfDFQzmsLoofC0yG0dRL7rjTf2jo5oxV/gbd/5VxWtIEOlHAaSSZrvuouI38/x\n",
       "v/xz8mfPMudTnyF68+oJbWciGO0zq41HeWFa4qRSdD39UwDa3vNejHB43Neq9mzPHhjASQygaWM7\n",
       "rqUPHfRc1k6dvPiiaRK77faCy9p49roVoLwiJE2RqgaqCUIjoQdDzP3dT/P2l/6Cc0/8I4EFC/B3\n",
       "zJzqbpWNiLgwKTipFMe/+AXsvj4AEju2cdUXvnjFQj4ZEc9Dc5xD163ATSRQrjOmYUv2xNv0rH+G\n",
       "zJHDQzqpE7l5jeey1lx5vKtyHTTTxAg1eUVIptGsWxBqlcD8Bcz8zY9w7olvcebrX2XBH/8puq8+\n",
       "HpxFxIWyqNTMo+vpn2L39RVFyO7ro+vpnzLz135j0vtaCYPL9JlTJ1GOg/+1V2l//6Ml1cQuJXfu\n",
       "LD0bniW9b2/J60033EjLA+vwtbVX3A/lOmg+H0akVRzVBGEKaL7zbtIHD9C/6WXO/9u/MuvDvzXV\n",
       "XSoLEXFhTKazmUdyx3bSJ0+gOQ6appE/3zlivne+u4ve5zaQ3HmJy5p1La0PPoS/Qpe1wfQwIxQi\n",
       "NHcOye4ryxMvF3FXE4ThmfnrHyZz9Ch9L2wktHQZsdvWTnWXxkREXBiT8Zh5tL3nvSR2bCsup5vN\n",
       "zbS9571V6W+5KNfFTgyAbXumLSNg9/fT98JGz2Wt4CIHEFh0Na3rHiZ41aKK2nUdByMQwBhMDwM0\n",
       "wxjXGCplOj+QCcKVogcCzP3kpzn+F3/OuX9+guDChRU/nFcbEXFhUjDCYa76whcnLLBtIhg6Aw0s\n",
       "uprk9m0o5eLvmEn+wnkA/DNnEVruFUVwUin6Xn6RgddfvcRlbS4t6x4mtHRZ2XvWtZIeJu5qgjA6\n",
       "/tlzmP3Y45z55tc5/fWvsvBPvzBqZslUIyIujMlwJUPL8TE3wuGa2QMfnIGmT57wLGMzafRgCE3T\n",
       "8LV3ELvrLnTd9ATccendtJG+TS+hMhfz9c32DlofXEf4upVlO6MV08PCIYxwkwSqCUIdEL31NlIH\n",
       "D9D3/HN0fv+7zP7Yb091l0ZERFwYk+lg5pHYvo3028fRlEJlM7iJhGdWEw6Tv3CeJn0F4eXXDe+y\n",
       "1txMy/0PEll1c9nL3kq56MFA1X3Mx6LpplUMbN9G5vAhAIJLrqla5TxBqCc6fvXXyBw9Qv+rmwgt\n",
       "W0bzXfdMdZeGRURcKIvh0rsGl6eV4+A6NrkTJwgsWkR09S0Ao4p+ueU+B7ZuIXvsGMFFV9N0w42k\n",
       "9uy+7JyxruWkUth9vWhKwTAzYaUUmSOH6f7F/8Ppu8Rl7b77id5yW1kPLRdLf4YxpsjHvFwUNW3y\n",
       "VDUkyE8YCd3nY+4nPsXxv/jvdH7/uwSvuprAggVT3a3LEBGf5kzWTWpoapZ94YJX0UvT0fw+Ejt2\n",
       "oOk6ubNngMuDpyoq97l7JyqfR3t1E/pTP/ZKa2pa8RyAs098i/ThgwCEtm9j9uMfR/f5vLKmvb24\n",
       "uRzh5deR3r+fXOc5tEAQXSlc5eL29oDjMFDoKxRc1u66h9gdd5W1F6ZcF800q1b680pI7thO7uwZ\n",
       "zIjnxZw7e6Zh98QlyE8YC19HB7M/9juc/ru/4fQ3/o6Ff/Y/isGotYKI+DRmMm9SxbKkqZQn4I6D\n",
       "Zmpg26T370MPBDAiEeDy4Klyy31mDh8C2/bKmGayONksuqajNzUVz1GOQ2r3Lq/+OJDavYvE1jcJ\n",
       "X7cCJ5koOq5puk7b+95Pet8+XMcmsWUz2ZMnSmp6a6ZJdO0dNN9z75hirJQC5aIHgxhNEcntrkMk\n",
       "yK9+mOhSpADJTBp9oH/sAxcvJnzfO0i9sJFT3/omzR95bFJiWyKR6LiqqImIT2Ma4SaVOXYUN58r\n",
       "jtHNZkju2U1g4VWXLWfrpg+juZnep54s8TcHb2+4/dFfxYzFRmzLtfOk9u71XNlWr8HX3FzTS+bD\n",
       "Md4gRUGYSmzXJe+4Yx9YAX5fAHv7DvrK+DesWlrR29rI7NiOo8Bccs2E9iWZSTP3wXXEYpW7PIqI\n",
       "1yFTvY/n5vO4jo3uD+C6LlphNq7Q0EyT0LXLS5bTLxWKcoRkMACruJweDKCHQmihEEqp4jmuY6O9\n",
       "6vNSwJQC08Q/f95l4po7e8ZzWdu/r+R1LRTCiESJrrl1VAF3clm6//1psuc70XWd7LGjzHrs8boT\n",
       "8ekQpDhRyANN/TCrtY2JLoBSKc6976D750+T3/UW0QULMFtnTGl/BhERrzMqWSKfjJtUSftK4QuF\n",
       "aPu130Chyg5sK1dIIjfciBFpAjRCi5cMG9gWXX0LA9u8aGtN0wgsWEjTiuuL18h3ddG7cT3JnW+V\n",
       "uKwZsRiaP4Dm85Xkhg9FKRdN19GDITJvHyffdQGjEJ1ez6sak+VBX2/IA41QCUZTE7E77qLv+efo\n",
       "2/QSM9757pqoPz71PRAqopIl8sm4SZW0r2nePrXfP2z7ownFaEIyXNnRyOo1l53j2jZOXx9t7/5l\n",
       "MvE4AKHly9FNX8Fl7TkG3txyucvaQ4/gnzuX9L59JecUr+s6GIGgF2U+6Kgm+d3TEnmgESohMH8B\n",
       "oWXXkj6wn8T2rURvuW2quyQiPt2px5tUOQ8qQ0uFGv5A0evcSSXp3rDec1mz7eLxms+Hf8FCZn7k\n",
       "MYxCdaJL/dGVctFDIfyRyx3VZOlVEASAyOo15M6eIb1/H8FFi/F1dExpf0TE64ypFpOx2h+6Xx9e\n",
       "sXLYvO4rwc3lsHt6PCe0IfvRbjZL36YX6d/0colFKobpLZ0Hg7jpNJn9+0vEe2gREiMWG3HGLUuv\n",
       "giDAYBbL7fQ++wsG3niN1ne9e0pjY0TE64zJEJNKA+XCK1diRCIEF11dXOYevM7gMrhSCvXkD9FD\n",
       "4ZK87tGu7ebzXNj0Cq5j4589pyQwLnzjTeR7enDT6WLK2OA5iUGXtVSyeC3N56PpxpvInDx58R/Y\n",
       "kD1x5bpoPh9mU/m53fW4qiEIwsTjnzWb4JJryBw+RDq+n/Dy66asLyLidchEikklgXKXHuskEkRW\n",
       "rym+P3QZ3E0msfv78KGV5HWP5vqW2PkW7oVObNvBP3sOMx56BM0wCFoWdneXZ5NaEGTlOCS2b6P3\n",
       "+Q04hUpp3oejo0ei6OEwgauvRuVtcp3ngEJxk2UWmt+HGYnWlB1qOUx1VoIgCBeJ3LyG7NvHSe3e\n",
       "6RVDmqIgNxHxBme0/edLRWOi886HPhTYiQHcRAJ/SwsEQ+TOnkHdcCOhqxfjJpIXxdt1Se3dTc+G\n",
       "9diFymPgzby1QBA9EvGOVQpdN4sGL0opIqtuxmxtnbIKYleCuIsJQm2hB4OErOWkdu8kffDAlM3G\n",
       "6+9uJlSF4UQjvHLlqOcM3S/XwmFMjcvyuocy+FAAoBIJyOXIdXWhBQLozS04/X0o20bTdZRSpA8e\n",
       "oHfDs+QK54An3tG1dxC9/Q56n/mFN+tWCv/MWQSvvdbbv7r1tgnzMndSqSkpr9oIxj2CUG+Er7uO\n",
       "9P69pPbsJmRdOyV74yLiDc5IgWrDiUbTyusJzJ03YlDbpfv15Qa2ucmkZ2NamEGrbBbd9BG+bgUA\n",
       "mbeP0/PsL8geO3rxJF0nuuZWmu97R9Gk5eKs2yW8YiVmczNGU2TC0sOcVIrjX/wCdmH5PrFjG1d9\n",
       "4YtXLOSDsQAD/ZlxL5PLUrsgVB89ECS4eAnpA3Hy587inzO36n0QEW8whrvZlxsopxlG8VjXsdHQ\n",
       "SO7YXnKO7vMVHwJSe3aPer3BB4jUwbiXy+0PYIaCKAWxtbdhnz/vuazF9w/phEbTDTfR8sCD+Ga0\n",
       "lfZPN2i68SaMSGRSZshdT/8Uu6+v+FBg9/XR9fRPr6hm+uCKh9N5Ftt2RlwmHy0rQJbaBWHqCCy6\n",
       "mvSBOJljx0TEhcllpJv9cIwkGoMiPZJoVCIous/HzI88Rt+ml+l/5SVULo9hGmiRGOl9++j60Q9L\n",
       "jg8tv47WBx7CP3t2yevKcbyCK9Fo3RUiGVzx8PlMNE0bcZl8tIctWWoXhKnD1zETPRQie+I4au3t\n",
       "VTeGEhFvIJI7tpM5dRKVSgGQOXWSga1bSO3eXUwL63luA7G77wa8wA0j0oTStBJb0qF72W4ySepg\n",
       "nIHNb6D7/aQPHyJz8gRkMigUqQNxTn3tK8TW3AaGjm6YxRlk36aXyBw5QmD+fGb91uMk33qLXHwP\n",
       "ifi+knQws2Mm/lmzCS9fjtl+cfatlIvuD2DOmIHu93v1x7dsBiZnSbntPe8lsWNbcTndbG6m7T3v\n",
       "LTlmuJWOiVrqruUUt0vHCKPXkx/rfFlFEOoFTdfxzZxF9vgx3GQCo1Dmt1qIiDcQynFwurqKZTv1\n",
       "dJrMkSMXU8a6u8hns2SOH/VKdLoKUKBpZI8cJbVnD7Mf/7h3LaVwurtwczlQivM//jfMllacVBKn\n",
       "txc03buGckn3dJPeuxfNH8DX3k7fm1twsxkyBw94tby3bcWMbsTu6S4pDaqHQpizZpE7cwa7p5v0\n",
       "oYOk9u+n7X3vx4xGMCOximqUXylGOMxVX/jiiIFtw/Vh5m98mM4ffG/Efg2ueDidZ0cMAByLqTYA\n",
       "unTcA9u3AYxYT36s82U7QKg3zLY2ssePke/uFhEXJg9V+G9wuUdxcbbrJpNFQfbEVw05UaFyWdKH\n",
       "Dxb3wHue20A+55UAVZqGm86gAmnv2q4LuBevUbimyqRxEgns/n7PVc1xvGPtDPbQWsGmiRGNoVyX\n",
       "fOd57xhNQ+VzpE++Tf7MGUIL15aMrVpLykY4POIe+HB96Hr6p6P2a3CZ3Diyj/5xBrZNtZvcpeNO\n",
       "Hz6IhjZiPfmxzpftAOFSJqOe+FgEAn40yos2d4Lew3yqs5N8W3vFbSUzaSovQuohIt5A6IaJr60d\n",
       "lU4DXvpXcPFi3FTKCy4DKFTpGjojvuw6Ph/N992H/VS3J+LKxe7v966JBoaJZhqobA5UaQ1grfDo\n",
       "oPJ5GOJtDqAFApjhMCoY8gxjUilcpS4+DGga+hC3tkqp1SVb3eej/a47UecHrugaInrCdGUy6omP\n",
       "RiqbZs6ttxKNjlyeeCj5U6foevVl/G0ziN11V8XtNQORcc7gRcQbiOGWXaOrbyG6+hYSW9+k78Xn\n",
       "sdNp7K4uVDZTspyu+QOEliwtLtNGV99S3EtHKUxNQytU/DJRaMGQd52M98CApoHpQzkuKp2Cof7m\n",
       "gG/OPGY99lGSG58lceIUynXxL1gIuk76wH6wbXSfv6QPl/q0j+XpPtlLtsN9vm3veS/OkOX06Vg4\n",
       "5dJxh5YsBRixnvxY50/Hz0i4MqpdT3wgmSQajRGLlTc/zjsuXYCRy5V9zkQhIt5AjLbsGlt7O5HV\n",
       "a4oWqK5jkz1+HOU6aLpBaPGSEp/00XLCwytWkti2FTuZwLVt8mfOgOuS2rsHp/+iRarm8+GbPYfo\n",
       "mltouvEmAKLLLWxfgOCSa2i+/U4ABrZuIXvsWIlX+0j7zyPlpVdjyXakz3e6F04ZboxQfmBbI3xG\n",
       "wvRmsGSxk0pXvW0R8QZjtGXXy9678+6KrhW95VacbBanr4/gkiWARvpAnOTxV8mdOVM8TvP5iN1+\n",
       "J7G778EIeXtJbi7Lhad/htvT5S0AOC7Nt9/pLd2vvQPW3lHS9nCinNqze8qXlIf7fBthqXu4MVYy\n",
       "5kb4jIRpTHGLT4162GQgIi5MCG4+j9PXh5vLoek62eNv07P+F2SPH7t4kGEQXXOL57JW2GtyXQcj\n",
       "GCR79Ah2dxc+n4mynQmfKcuSrSAIk8ZgbrgSERcmkGoEcjnZLP2vbkLl84SvW0G+s5PeDc+SPhC/\n",
       "eJCm0XTjKlre8SC+GTOAQo53MIg/GkM3Ta8oiVLYiQSu4xb310eiUlGWJVtBECaLosGLKyIuTBCD\n",
       "e8aZUydxU0l8z21g3md/f8LsSJXrku/upvMH3yPfeQ4nmaT7P57GLRjJDBJefh0tDz6Mf9Ys7zzl\n",
       "YoRDGNHmkijz8IqVnH/yhzh9fSi84LjwipELroxHlGXJVhCESWGwyqKqXgT9ICLi05RBd7ZBQxan\n",
       "v5/Tf/tl5n3+D69oBqqUwunvx0klSe3eTe7MaezurstS0oKLr6H1oYcJzF9QPM8T79iwKWKpPbvR\n",
       "QmF8ul6YiYfH3OMWURYEoSYozsRFxIUJxE15Bi6DSz357u4r2me2EwM4iQQocFMpEtu3YZ/vLD1I\n",
       "14nddTczHnonMLZ4D0XTNHzRKLbteFXNBEEQ6gBN09D8fs8wq8qIiE9Tmm5ahe+5DTh9/V6amGmi\n",
       "j7HPPBJ2MoEzkCiWCe175WX6X3kZNcIXNnPsOE4uh685VpZ4D/b3Su1HBUEQpgo9FMZNp8Y+cIIR\n",
       "Ea9BJqKQh+7zMfeTn+bY//gz3GQK5bi4mfSo+8yX4qSSOAMJlOugbIeBza/T9+LzJfveRnOLl1ee\n",
       "THj7Qj4fTj5H/uwZQgsXVtTfK7UfFQRBmCqMcBh7iA9GtRARrzHcfJ5Df/cEfUeOAVfmLJY+EMdo\n",
       "aUX3e+U5y9lnBnAyGZz+fpRjg6tIbNtK7/MbcArWqgB6JELLfQ8QXXMLyT276Hr2F56rWiCIYZrj\n",
       "Ksc3EfajI1Fty9VatXgVBGFy8HV0kDtzGieRKNYNqAYi4jVGcsd2km+fGJez2HDlIDVNQy98ocba\n",
       "Z3ZSKZxEAlXwNE/u3kXvc+uxuy4Uj9GDQWJ330vs9jvR/X6Ucmm64SZ6Nm7wzs/l0HStohn/ZFPt\n",
       "KllSlUsQGg//3Hkkd75F9vQpwsusqrUrIl5njDTDc/N5zj7xLdKHDqJyOXwbnmXepz6Df/s20ocP\n",
       "AhR9x918vsTKNHTtclQ2i3IdQCN98AA9658hf7bUZS245BqMaAyzpQVQaMEAvlgzia1vooebvOIn\n",
       "XJzxN920qiZmo9WukiVVuWoLWRURqkFg7jwAsm8fFxFvZJpuWoUd31NcTh8a4DXaDG9g6xYSu96C\n",
       "bBZcl2wywamvfQVfa1tRXMGrHnbue//sHZvLgekjtHQZHR/4ILkTJ+hZ/wzZt49f7JBhEFl9C05/\n",
       "P+mjRyCbJbF9K6HDh5n3O58oBq1dOuN3HfuKZqNy4xUmAlkVEapF6NprAS9dtvXBh6rWroh4jaH7\n",
       "fFzze5/k2PqXgFIBG22Glz12zBPlQu1tgOzJUzi9fcX9mdzZM1z42VOkDh7wqohpGjg2mWNHOPON\n",
       "r5XMvNE0mm7yXNZyJ09y4Rc/h8F6vrZNevdOBrZuoXntHcO6p2lo456NTvSNt9qWq2LxWjvI0DBI\n",
       "AAAAIABJREFUqsj0oNr1xJOZNPpA/9gHDsU0MWfPJrl/H31dF9Am4EExEomij5HdIyJeg4zHxCS4\n",
       "6GqvFvig6Yqmofku/nmVUri2jZtMoimvvChKgeOgEgnyiUTx2PB1K2h58CH8M2ehlEv29ClU3i71\n",
       "B3Yc78Fh7R3DuqcN/jweJvrGW23LVbF4FYSJpdr1xP2+APb2HfSVkR5bQrQZzp6l5ydPYsybf0V9\n",
       "SGbSzH1w3ZilTUXE64jRZniR1Wto2rGd5M4dYNtogSDha69DKUXujFfzOzBzNi0PriPf04Nz6MDl\n",
       "LmtLltK67iEC8xd49oG6hhlpoeWe+0hs2Uzm8CFPwAv1xYOLri6ee+mDR63NRqvt7iZucrVBrX0P\n",
       "hfFR7Xri48W+djndB+Nw4jjRKu2Li4jXEaPN8HSfjzkf/x0SW98kc+wovrlzCS+zULkc6bhXjMS/\n",
       "cCF9GzeQOXSwRMD98+bT+tAjhJZc40Wwa2DGmjHCF//RzPvsf+Hk3/xfcufOovn9hK9ZRmT1msv6\n",
       "OHQve7T63qMhN15hopBVEaGamC0t+Dpmkjt9GicxgBGJTn6bk96CMKEMzvCGC/zSfT6abriB4OIl\n",
       "KDuPhjdjDi1dRt+ml7jw1I9LXNZ8s2bR+uDDhK5djqZpXnGSSBQzevkXzwiHmf+5z9P19E8BaHvP\n",
       "ey+7GY60lw1UXKhEbrzCRCGrIkI1CS5dSv58J+lDh4hUYfIhIl6HDCeW7Y9+EJXLeRarmo6mG14q\n",
       "2euv0vfSiyV2gGbrDFoeWEfTDTei6TrKddECfnwtrSNapLr5PJ0/+F6xTecH37ss2Gy4vezE1jdJ\n",
       "7t5VcZCa3HgFQahHggsXFbYfDxbvsZOJiHgdMiiWAMpxSB87ysCWzURuuBHlOCT37CRz5DDpA/tx\n",
       "Bi66nxnRKM33PUB09Ro00/Tywg0d34wZ6H7/Ze0MzvaV45A+coj0wQMYTU2gaWUHm2WOHR1XkJqk\n",
       "mAmCUI9oPh/BqxeTPhAnd/pUsZLjZCEiXoe4jo1r22jKBc17ysueeBvXtUm88Qa506dK9rz1UIjm\n",
       "e+4jetvtRZc1dA0z1ooRDg/r1T60HrnT1YVr58FVuJk0vrb2Yfs13F52YNEiUgfilY1PcnsFQahj\n",
       "gkuXkT4QJ33wgIi4cBEnncZNJj1x7JhJrvMcyvUKm6T27cV543Vwh0Scaxrh5dfR9r4PYBQqmClc\n",
       "jGgUsxBwMZJgDs72VSqFm/f20TVd92qTJ5OEli67LNhsuL1sgNTu3RUFqY03xUxm74Ig1AK+GW2Y\n",
       "M9rInTqJk0phhMOT1paIeI2jlMJJJHBTqeJ+t+4P0Pa+95Pet4/Erp1kDsZx8/mS8/SmJvSmCE3X\n",
       "34gRCqFcF6MpjBFrLilOMpJgXoqmaRjRKApFZNXNtD/6wWFFcri97GoEqcnsXRCEWiK0dBkDb7xG\n",
       "5shhmlZeP2ntTO6OuzBu3HyefG8PubNncBJeLW9Nu/jnyp87x8DWLaT37kYNFXDDQIvFMGLNBObM\n",
       "JWhdi+bz4Zs5E7O5ZeTqYkrhJpPe/45N002rPOe1cBjd5wfTRA+HCS+1RhTwkRgU9ugtt5Z13mDb\n",
       "Sqmya4sPfRjRhuzZC4IgTAWBhVcBkDtzelLbkZl4jeGk02Q60+TP96DpeolwA+TOd9K7YT2pPbtK\n",
       "XteCQYxIFP+cuYSvvRY0nfCKFfja2jGCwRHba7ppFQPbt5HcvROVz6P7/CR37iS6+pbiDFo5DgqF\n",
       "bphVWaaWFDNBEOodPRjEbG0lf74T5dhoxuTIrYh4DXBxyTyJcl1UW/SytAS7t5fejetJbN/muaYV\n",
       "CF6zlOb7H8At1PoOLV+OZhgj5ntfiu7zEbnhRtKHD6KFwuhNTeTOninuQQ9aqGpUV0wrTTEr1yCm\n",
       "mvvmskcvCI2Nb+Zs7J4e7O5ufB0zJ6WNqoq4ZVk+4J+Aq4AA8JfxePzfq9mHyWa0G/dl9b41DScx\n",
       "gJvOFJe5leNw/rXX6XxjC2bLDHzt7WQPHiR95FBJxLnZ1saMd/8K4aXLcO086f5+7wHAceh7+SVU\n",
       "Pk+u8xxOIkFg0dUYfj+BefPJnjoJQOAqb6kne/w4ufPn0EJhDMPw+um6pA8fwnVsEjt2kD5yCDeb\n",
       "xXjqxzRZ16H5TIKLFxNdfcuwhi+VCNfQ48MrVnJh004G+jPjEr3wypUYkQjBRVcTWb3msvOdVIpT\n",
       "X/ky+Z4u9FCY3o0baL73/mGPHYuxxlnuHv3gdbRYEGfBNeNyuBMEoTbRw15AsTvEZGuiqfZM/DeB\n",
       "8/F4/COWZbUCO4BpI+Kj3biHvue6Lv2bX6ft3b+CHggUBdy181z48Q9J7d3jlRMdpg3N50NvioDP\n",
       "T3LHdvxz5tD5g+9h9/ejhUJ0/ewnKMcpEfz8yRNDLlAofKLpoOH9bBjezH/mLM+5LZ0iFd/PwPat\n",
       "OD29xYh3J5mkv7MTNI2+114huXMnsx//eElN80qCy0qOV4rzT/4QXzSK47gVBaZd2q6TSFxmCevm\n",
       "85z+2y+TOX7UO6a3l7ymkevuIrl7V8VlUscaZzkR9kOv02fo5AYG0EJhNE2TwDxBmAYMVjJTlwQe\n",
       "TyTVFvEfAT8u/KwDdpXbn1RGu3End2wnfeJtNKXQlCJ39izpA3Garr+heH563z5Shw975UQvRdPA\n",
       "50M5Dm42gxkKkTt3ltP/8E3c3m40w8BNDIA9xkc6uBSvXFCF6ypQrsLX3Ay6Ri6V9MaQy5emrA29\n",
       "Ri5H5vChEmGqNDVs6PFuKoXd14eu62ihcEWVy8ppN7ljO/nubu+YwooFhlEsmVpJlbSJqrI29DpO\n",
       "YfymAj0SkZKZgjCEapciHY5AwI9WYSy4nfGmYulMhnwyWdG5yUya0euXeVRVxOPxeBLAsqwonqD/\n",
       "6VjndHRMvoH8RKHFgvSZxsWlcaWIRgM0+xyy2QFIJUHTijmDkUiA1hlekRHlOAycOAqZ9OXXNU2U\n",
       "Ut6MXilPqLMZFEA+j2Z4barhxL+cfmuABqq3Gzdv4/b342SzmOEQzsDI5+mGTiwWpL3wNxpu/EPf\n",
       "H+3zsg2dwbh50zTGPHek64zUrhYL0heLkstmcDLezUAzTfzNMYCy2yq3vbZ192DH95B821sFaVq4\n",
       "gEXr7imZWZeMH29hRDf0isdf79TTv/GJppHHXgk+v0EgNHUhXIl0mvn3v4Pm5nJk9SIn//4kvcBV\n",
       "7/9lgvPmVtxuNFqD9cQty1oA/AT4ajwe/9exjj9/fhQVqTHcxcsxZr5eXDIPdMwk3dRK5uhpLmzd\n",
       "iZ1Og21jp9KEli7DWbCYrgsDJHe+Re9z67F7uoe/cFMTWjaHHo3h9vag8nkcBYH2dvLpNG5Pt7fn\n",
       "oulg6sV638MyzHK6QkMPBrE1Az3oQ/MnsbNZVCCAMaMNp7+vdIavaeD341+0GGfx8uLfaOj4wQsu\n",
       "G/r+aJ8X/gBGczNGUxP5vD3muSNeZ4R23cXLMWa9jm47qFQSlc2ht7Rg205FbVUyzuYPfRhzyL55\n",
       "V28GyAx7HTMcxnAcVCBY8fjrmY6O6LQf40g06tjH8+ASC8WIhqauFKnmmuTzOrlcZTPx5KGj6KEQ\n",
       "Wtvcis8F6OryZu+jfWaaGhLpPNlYljULeAH4VDwef76MU1S9fcnz/X2ehantEF6xAt30kdy1k96X\n",
       "XgBAZdIoBc0PPogZCNGz4Rny584Vz9d8fqLXLiOTSuNr6yAwfz6aoZPat5/8hfMoQ8cXaqL5vvuI\n",
       "3HATnT/4HplTJ3FTSXytbcz5nU/Qs/4Z3Fyu7MA2TdcJLFhIz3PrC9XMFE4yQXTVatre816SO98i\n",
       "feSwZzaDBro+aYFt5olD9I8jsK2cdi9t60qCyCYq8nzwOrFYELsBA9saVcigccfe0REdwaxiZLZ9\n",
       "51/VVNYTH0gmab7rLmKx8mfi6YMHOPG/vkTTjTcx7zO/f0Xtj/aZVVvE/wb4IDDUTPud8Xh8pM2O\n",
       "uhBx5bo4AwM46TQo97Lc7qKIDwawZTJoGthdXRcPMgxit60lesdd+Hs6SSSyhJYvRzd9hSpjATKH\n",
       "D6FpWskNfiLFZGiwVmDuvCkJrGrgG5uMu8Fo1LE3ioif/D//m9S+vSz4b39K6JqlV9T+aJ9ZtffE\n",
       "Pwd8rpptTiaej3ghRUw3vD1d7fIlk9Dy5aT27yNz8gTuwAAqNyTuXNOI3LyalvsfRI800fXUT3C6\n",
       "zuM4Lsl9e+n44K/i6+hA9/nwt7Vddu3R6otXghisCIIgTAzJvXtI7dtLeMXKKxbwsRCzl3HgpJI4\n",
       "qRQqm/OCynRj1OPt7h7cXBan60LJ6+GV19PywDr8BROA5K6d5DrPYZre9XJdF8idPElgjhcQMZJQ\n",
       "T5Rv+ETU8BaDE0EQGhm7t5ez3/om6Drt73t00tsTES+T4ZbMNWMM8e7poXfjBhI7Sl3WQkuX0bLu\n",
       "YQJz5xVfc+08mbePY6eSGLEYqmAO4DpeQNloQj1RKU9XihQhEQShkVG2zelvfBWnr4+OD/06wUVX\n",
       "T3qbIuJj4ObzOIn+MZfMh+IkBuh98XkGNr9REiUeWHgVreseJnj14tI27DwXfvKkV1o0kyWTOA2a\n",
       "hu4PFH3M66E8Z608TAiCIFQb5bqc++dvkzl0kOgtt9Ly4ENVaVdEfASKS+a5vFeIZIwlc/CKl/Rv\n",
       "eon+114pzqQBfLPn0LruYULLrGGriKX27iXXdQEjEIBoBLunx3tDL68a10i+4TIzFgRBmHyU63L2\n",
       "iX9k4LVXCSy6mlmPfWzkipETjIj4EAaXzN1M2osI1/TLCpEMh5vLMfD6q/S9/CJu+qJZi9nWRss7\n",
       "1tF0/Q3DXke5LnowgNncjD64NK8ozt7dRAI3mSQZ30fH+z94mVCHV6z00tmAmb/x4cvSkwa2bK7q\n",
       "7L3cIiSCIAjTBeU4nP3WNxnY/AbBxYuZ9/t/gD5K5ciJRkQccLJZ3GTCS/0qzLgvTRMbDmXbDGzd\n",
       "Qt/zG3ESF1NFjFiMlvsfIHLzmmH3zZVSaLqOOWMGRjCIcXOM5K6dnknMpdaCSpF4cwsqky0R6vCK\n",
       "lXT+4HtjzrJVoU44gFZwihuNK5m9S4S7IAiNhJNKceabXye1exfBa5Yy73OfxwiFqtqHhhVxpRRO\n",
       "KombTKFsu+wlc/Bm0MO5rOnhMM333Ef0tttHFC/luhhNTRixWHGGPCh+A1u30P3Mf+KmUuAqCubm\n",
       "aJpO9vQpUnt2F2fR5cyywytWop78IXZ/HwCm5r02Gskd28meOokqrChkT52saF97IiLcBUEQap3c\n",
       "uXOc/tsvkzt7hvDKG5j7u59ED1ZXwKEBRdxbMu8vRJmDpmllLZmDJ/zp/Xvp2fBsqcua30/szrtp\n",
       "vvPuEZdRlHLRTR9mW9uIAp/avRttsCgJBR9008BsaWE8ljypPbvRQ2F8BVdyLRQqeRAYDtexyXdd\n",
       "uGizmkoWI+QFQRAESO3by+mvfxU3laT1oUdo/8Cvlq0jE03DiLiTzeImEjjZDLruVa+igriD9OFD\n",
       "9Kx/htzQsp6mSezWtTTfex9GU2TktvN5csePogeCI+4RFyO7DYOmhQtJdZ5HMw00w8RJpQhevdgr\n",
       "krJlM+EVK3EdG90fwMmkUek0vhkzCC2zinvkxXY0Db3gdFSOO59W+M9VykuLs20yR44Ma7E6Huo1\n",
       "j7xe+y0IwsShXJfu/3iarn//Geg6sz76MZrvumdK+zStRVwphZNI4KZSKMdG0w30MpfMB8mePEHP\n",
       "+mfIHD508UVdJ7JqNS33P4DZ0jJy+66LZpr0/OL/kTt9CjeVonfjBuZ+5veLlcwGxSF9+FChMInn\n",
       "TW7OmIHh95Pr6cbNZknu30v27BnQNNSTP0QPhUEpnN5e8PvIp9O8/Vd/4b1eqEc98zc+XHGgmWYY\n",
       "GG1taMkkbmIA5SqSb+3ATaWuOLK9XqPl67XfgiBMHE5fHye/+Q3S+/dhzmhjzic+SWjJNVPdrekp\n",
       "4m4+j5NM4KYLJSc1rez97kFy587R+9yzpPbuKXk9vPIGWh9Yh6+jY/i27TzJ3bvInTpFcNkyDJ+f\n",
       "3OlT2N1dqHweu7+PU1/5MvP/4A8BiuKglEKlU+ihMErpGIEgTiYN2SwqnQHXwc7l0SMRnIH+4hK5\n",
       "m81gBgKQTmP39+HDm3kP7qFXGmg2GGGeOhj3yp8G/BiF611pzne95pHXa78FYbpw5uxp+ics4lsj\n",
       "1tJCJUuxyRPHyT77n7iJBE2rbmb2Yx/DiIy8+lpNppWIX5bbPY48vXx3N70bN5B8a3upy9oyi5YH\n",
       "HypxWbsU185z/skfkT54EBybxFvbvZKSySQqn7/YRk9XUVgHxUHTNNxQmLB1LbNWraS3J8GFp54s\n",
       "lBjVvBm4Y5fkn5dDpYFmg0F2F578EYnt2zCami6WLxUEQZgCWme0YYzhkFku55MJ5t1x55h1usFL\n",
       "H0v858/Rt2zGNU06fv03aXnHg1XLAS+HuhfxYqBaKg2F1K3xBBjYAwP0vbCRgTc3l7qsXbXIc1kb\n",
       "wz5PuS7pAwfInDwBju39kW2bfE83ut+PUxBB3e9HDw9fjUfTNEJLrqH9rjtxTnfT98ILOP39aLqO\n",
       "8qzi0AJ+zGAArZDGYKLQQt7SvKl5wWtKqSvK0dZ9Ptof/SBOIuEtIV/h9Qa3DFzHxj97DrmzZ4D6\n",
       "ySOX/HdBmFpaY82YEyTiOV0jFmseU8TzXRc4881vkDl8CN/MWcz5xCcJXrVoQvowkdStiDuZDG4y\n",
       "eTFQrTBbrfg66RT9Lxdc1obMlsdyWRuKQmG2tGBGo+i6jjPkPQ2N1ne+i/6XXybf04UebiI4b35R\n",
       "BEYSB93nY95nf5/Tf/tl8t3d6KEQRihE873303TDjSX54sP9fKXBVxOV833pfrJ/9hxmPPSIF8BX\n",
       "JwFikv8uCI1FYvtWzj7xLdxUiuita5n5kceqnv9dLnUl4hcd1TIo10HT9IoD1QZxczn6X32Fvk0v\n",
       "ojIXDVbMtnZaHlhH08rrx5zRK9dFD4XwtbQU63yHtm8jtXsXbj6H5vMRXHINsVvXErt17bAiMOux\n",
       "x0lsfZPMsaMEFi0qub4RDjPv83847HlDl8hH+vlKmYic70v3k3Nnz6Cturnu9pMl/10Qpj9uPseF\n",
       "H/0bvRufQ/P7mfXY48Tuuqemls8vpS5EvOiols0WndTKcVQbDmXbDLy5md4XNuImEsXXjVgzLe94\n",
       "gMiq1WNWJys6rrW1eX7nBXSfj9mPf7xElIemZo0kAsndu7xAtANxUrt30/FfP1tyTREPQRCEySV3\n",
       "9gxn/v5rZE+cwD93HnM+8SkC80aOgaoValrEc3195M6dL6aHjVe4oeCytmM7vRs3YPf2FF/Xw000\n",
       "33sf0VvXlrVEqpSLEQ5jxJqHfTrTfT5ia28ntvb2ktdHyjO+dKaaOXWSY9/5Lu6seV7Gdh0tOw+H\n",
       "7CcLglDr9L2yic4ffBeVzdJ8z310fOjX0YdM0GqZmhZxJ5EsBKuNP6BBKUVq3x56NzxLvrOz+LoW\n",
       "CNB8593E7rirLLN6b/at4ZvRju73V9SHcvOMlVI4XV10vb6ZfDKJhobR1lbXecmynywIQq3iZtKc\n",
       "+/53GXjtVfRQiNmf+FTdrXzWtIhfKSO6rN12O8333OelT5XBoN+52dw8rn6Mlmc8dKbqJBMoVDGy\n",
       "3VUKPZWq+7xk2RKYfMRRThAqI/P2cc78/dfInztH8OrFzPn/Pjmi/0ctMy1FPHPibXrXP0PmyOGL\n",
       "L+o6kZvXeC5rZYrx4N63r73y2Xe5DJ2ppg8fIhXfD7nspLQlTE/EUU4QKqN/00uc/8H3ULZN68Pv\n",
       "pP19j6KZ9SmH9dnrEcidO0vPhmdJ79tb8nrT9TfS8sA6fO3tZV/rSmffJe2PsS88OFNtumkV577z\n",
       "BM65MzAwgI6GFg5XvI8ss7LGQhzlBKE8lOOgbd9O57Gj6OEm5n76szRdf8NUd+uKmBYinu/uove5\n",
       "DSR37rjcZW3dwwTmzC37Wkp5fue+UaqNVUq5+8KDxxlH9tHbkxhXYJvMygRBEC7HSSXpe/EFtAvn\n",
       "8c9fwLxPf7Yul88vpa5F3B7o91zWtmwG1y2+7rmsPULwkrzrsVDKxYhGMSPRCe5p+fvCus9H+113\n",
       "os4PjKsdmZU1HpIBIAijk+/uom/jc7jpFGrBAub/0Z9g1qh5S6XUpYg7qRR9L7/IwOuvlris+efM\n",
       "pWXdw4SWLqsoOV+5Lrrfj2/GjCmrCVuPyLJ9bSAZAIIwMtmTJ+h/+UWUbRO5eQ39CxfUTfpYOdSV\n",
       "iLvZLP2vvULfppdKXdba22l98CHC1628TIRdO0963z4AQsuXo5sXb26DaWNmS0uxNOiw7ZYhVrUg\n",
       "aG4+f7HOeDaDpmmTNiuTZfvaQjIABOFyUvH9JLa8AbpO7N77CS68iv5E/1R3a0KpCxFXts3Aljfo\n",
       "feF53OSlLmsPEll187Aua66dp+upn5DrPAdAav8+2t73fnTTVzBtacKIxUadtZcjVrUgaCV9UAoz\n",
       "GKT53vuJrF4zKf2QZXtBEGqZ5K63SO7YjhYM0nL/A/ja63//ezhqWsSV6zKw7U16N27A6e0tvq6H\n",
       "m2i+736it9w2qkCl9+3zBHzQt7vzHKm9e4muucXzOy9j6bwcsaoFQSvpg6bhZLNohiEzY0EQ6p6e\n",
       "gL/sLVKlFGrrm7DzLYhE4JF30ReLFd+3o6NP3OqNmhbxfX/5V2TOni3+rgUCNN91j+eyNo49DaUU\n",
       "RlMTvhkzJrKbDYkEUwmCUC2W3nl3WccppTj/b/9C78638M2axfzP/xG+trZJ7t3UUtMiPijgmmkS\n",
       "XXsHzXffW7bLGnh74Kn9+8ieOwu6TvCqRURvva2iPpQjVrUgaNXugwRTCYJQa3Q9/VN6NzyLf+5c\n",
       "5v/BH2E2t0x1lyadmhZxdJ3I6ltouf8dmLHKTVc0w6Tt/Y+SPX4c3ecbl9CUI1a1IGhT0QcJphIE\n",
       "oVbo2biB7n//Gb72DuZ/vjEEHGpcxFf+5Z+TcMcnREOrjQXnzb+ifpQjVrUgaLXQB0EQhGozsPVN\n",
       "zv/L9zFiMeb9l/+K2dIYAg5Q00nR/nH8IZRSoGn42toxm1umVQCDIAiCUEr29CnO/tM/oPn9zPv9\n",
       "P8A/a9ZUd6mq1PRMvFKUcjEiUczoxDuuCYIgCLWFk05z+qt/i8pmmfO7nyK48Kqp7lLVmRYiPui4\n",
       "Zra0oNdpJRpBEAShMjq/+23y587S+vAjRNc05lZi3SueUmpMxzVBEARhejGwbSsDm98guOQa2t//\n",
       "wanuzpRRtyKulIsRCmHIvrcgCEJD4SQSdH7/n9FMk9kf/diwjp2NQt2JuOd3ruOb0Y7u9091dwRB\n",
       "EIQqc+GnP8Hp66P9/R/AX0Gp6elIXYm4cl2MpibM5spzxgVBEIT6J3fuHH0vv4hv1ixaH3pkqrsz\n",
       "5dSFiCvlopkmvrY2cQUTBEFoYLp+9hQ4Du3vfRRNAplrX8SVcjGiUcyIpI0JgiA0MrnOTga2vEFg\n",
       "4VVEVq+Z6u7UBDUt4ppp4OuYKWljgiAIAn0vbgSlaH34kbKqUDYCNf0pBGfNEgEXBEEQcHM5+ja9\n",
       "jBGNErlZZuGD1LSIC4IgCAJActdbuMkksTvvltioIYiIC4IgCDVPYvs2gIZ1ZhsJEXFBEAShplG2\n",
       "TXLnW5gzZhC4qvH80UdDRFwQBEGoaTJvH8dNpWi6/kZx6LwEEXFBEAShpskcOghAaOnSKe5J7SEi\n",
       "LgiCINQ06cOHAAhdIyJ+KSLigiAIQk2TPXkCPRLBbGuf6q7UHCLigiAIQk2T7+wkMGeu7IcPg4i4\n",
       "IAiCUNsohX/OnKnuRU0iIi4IgiDUPL72jqnuQk0iIi4IgiDUPGZr61R3oSYRERcEQRBqHrNFRHw4\n",
       "qlpdxLIsHfgacAOQBX47Ho8frmYfBEEQhPpDb2qa6i7UJNWeib8X8Mfj8TuA/wb8nyq3LwiCINQh\n",
       "eig01V2oSaot4ncCvwCIx+NvAFJPThAEQRgTIygiPhzVFvEY0D/kd6ewxC4IgiAIIyIz8eGp6p44\n",
       "noBHh/yux+Nxd5TjtY6O6ChvT18addzQuGOXcTcejTz2SrjzZ0+Ky8sIVHsW/ArwLgDLstYCO6vc\n",
       "viAIgiBMG6o9E38KWGdZ1iuF3x+vcvuCIAiCMG3QlFJT3QdBEARBEMaBBJUJgiAIQp0iIi4IgiAI\n",
       "dYqIuCAIgiDUKSLigiAIglCnVDs6fUwa0V/dsqzbgP8Zj8fvtyzrGuDbgAvsBj4dj8enXfShZVk+\n",
       "4J+Aq4AA8JfAPhpj7AbwD8AyQAG/i/dd/zbTfOwAlmXNBLYCD+CN99s0xri3AX2FX48Af0UDjN2y\n",
       "rD8GfhnwAX+Hl2r8bab5uKtFLc7EG8pf3bKsP8K7oQcKL/1f4E/i8fg9gAb8ylT1bZL5TeB8YZyP\n",
       "AF/F+1s3wtjfDbjxePwu4M+AL9EgYy88vP09kMQbZ0N83y3LCgLE4/H7C/9/nAYYu2VZ9wG3F+7n\n",
       "9wGLaZDverWoRRFvNH/1Q8D78b7MADfH4/GXCj//J/DglPRq8vkR8IXCzzqQp0HGHo/HfwZ8ovDr\n",
       "IqAHWN0IYwf+Gvg6cKbwe0P8zYEbgbBlWc9YlvVcweyqEcb+ELDLsqyfAv8OPE3jfNerQi2KeEP5\n",
       "q8fj8Z8A9pCXhtoLJoDm6vaoOsTj8WQ8Hk9YlhXFE/Q/o/T7OG3HDhCPxx3Lsr4N/A3wfRrg725Z\n",
       "1kfxVl+eLbyk0QDjLpAE/joejz+Mt33y/Uven65j7wBWAx/AG/cPaJy/eVWoRXGs1F99ujF0rFGg\n",
       "d6o6MtlYlrUA2Aj8czwe/xcaaOwA8Xj8o4AF/CMQHPLWdB3743iOjc8DNwHfwbvJDzJdxw1wgIJw\n",
       "x+Pxg0AXMGvI+9N17BeAZ+PxuB2Pxw8AGUpFe7qOu2rUoog3ur/6dsuy7i38/E7gpdEOrlcsy5oF\n",
       "PAv8UTwe/3bh5UYZ+0cKwT4AacAB3pzuY4/H4/fG4/H74vH4/cAO4LeAX0z3cRd4nEKTWGfuAAAC\n",
       "2UlEQVR8j2VZc/HE69kGGPsmvJiXwXGHgecaYNxVo+ai02lcf/XB6Mw/AP7Bsiw/sBf48dR1aVL5\n",
       "E7wn8i9YljW4N/454CsNMPYfA9+2LOtFvIjdzwH7aYy/+1AUjfN9/xbwhGVZg4L1ON5sfFqPPR6P\n",
       "/9yyrHssy9qMN2n8FHCMaT7uaiLe6YIgCIJQp9TicrogCIIgCGUgIi4IgiAIdYqIuCAIgiDUKSLi\n",
       "giAIglCniIgLgiAIQp0iIi4IgiAIdYqIuCCMA8uymi3LemqMY54ouNKNdswLQ4wvhnt/kWVZu0Z4\n",
       "7+eWZc2xLOujlmU9UXjtmGVZC8sZgyAI9U8tmr0IQj3QimcdOhr3MfaDsuKi0U9FxOPxXwKwLGvo\n",
       "NcT4QRAaCBFxQRgfXwHmWpb1E7zqTJ/HE9CtwO8BnwHmAj+3LOsevNrZnwdChf9/Ox6Pv1xmW5FC\n",
       "O0vwPLg/Ho/H+y3LOgbcy+WFRARBaBBkOV0QxsdngNN45VT/BLgnHo/fgFet6r/H4/H/WXj/XXgF\n",
       "Hj4B/FI8Hr8J+F/AH1bQ1nzgS/F4/EbgKF7FN5BZtyA0PCLigjA+Bme+9wJPx+PxnsLv38SbdRcp\n",
       "VOF7H/BOy7K+CDwGNFXQ1q54PP5m4efvXnp9QRAaFxFxQbgydEqXsnUu2aayLCsCvAlcBbyAtxRf\n",
       "yb+9ofXm9Ut+FwShgRERF4TxYeOJ9QvAeyzLai28/jt4NdIHj/EBy/DKjf5V4fh3AUYFbd1oWdaK\n",
       "ws8fA9ZfSccFQZg+iIgLwvg4C7wNfBn4EvCiZVn7gBgX96z/A/g53p74DmAf8CKwEyg3DUwBceBL\n",
       "lmXtBGYU2ht8b+j/giA0GFKKVBAEQRDqFEkxE4QpxrKsJcCPR3j7t+Px+NZq9kcQhPpBZuKCIAiC\n",
       "UKfInrggCIIg1Cki4oIgCIJQp4iIC4IgCEKdIiIuCIIgCHWKiLggCIIg1Cn/P9HH6+h+VH5CAAAA\n",
       "AElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a530c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# linear regression with marginal distributions\n",
    "sb.set(style=\"darkgrid\")\n",
    "tips = sb.load_dataset(\"tips\")\n",
    "color = sb.color_palette()[2]\n",
    "g = sb.jointplot(\"total_bill\", \"tip\", data=tips, kind=\"reg\",\n",
    "                  xlim=(0, 60), ylim=(0, 12), color=color, size=7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1ab42518>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAhUAAAFhCAYAAADHv1g0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAFvVJREFUeJzt3XuQpWWdH/DvjEODuDPAwMh1mEawH1HE8hLXwguyGNRN\n",
       "Urgmu1sRdldrAbUs1iRLUFlviRh3N0BKLNdsySrqJmYLVskaoquiKS4VNBq8IPggq4c7zWVuDKA9\n",
       "wOSPc0ZaMsP0zHnec/oMn08VRfd73nN+v+ednre/87y3JVu2bAkAwLCWjrsBAGD3IFQAAE0IFQBA\n",
       "E0IFANCEUAEANCFUAABNLOvqg0speyT5VJI1SfZMcm6SG5NcnOSxJNcneUetdUsp5fQkZyR5JMm5\n",
       "tdbLu+oLAOhGlzMVpyS5t9b6qiSvS/LxJOcnOWewbEmSk0spByU5M8lxSV6b5COllKkO+wIAOtDZ\n",
       "TEWSS5JcOvh6aZLNSV5Ua71ysOzLSU5K8miSa2qtm5NsLqXcnOTYJN/psDcAoLHOQkWt9cEkKaUs\n",
       "Tz9gvDfJefNWeSDJPklWJNmwjeXbVEpZluSwJLfXWh9p3DYAsIu6nKlIKWV1ki8k+Xit9fOllD+f\n",
       "9/KKJOuTbEyyfN7y5UnWPcnHHpbkZ1dccUXrdgGAHVuyvRc6O6eilHJgkq8mObvWevFg8XWllOMH\n",
       "X78+yZVJvp3klaWUPUsp+yQ5Ov2TOAGACdLlTMU56R/GeH8p5f2DZe9McuHgRMwbklw6uPrjwiRX\n",
       "pR9yzqm1znXYFwDQgSWT9pTSUsp0Boc/DjvssHG3AwBPNaM//AEAPLUIFQBAE0IFANCEUAEANCFU\n",
       "AABNCBUAQBNCBQDQhFABADQhVAAATQgVAEATQgUA0IRQAQA0IVQAAE0IFQBAE0IFANCEUAEANCFU\n",
       "AABNCBUAQBPLxt0AAJNpbm4uvV5vJLWmp6czNTU1klrsOqECgF3S6/XyZ7/9iey31wGd1ln38/vy\n",
       "rkvenpmZmU7rMDyhAoBdtt9eB2TV3geNuw0WCedUAABNCBUAQBNCBQDQhFABADQhVAAATQgVAEAT\n",
       "QgUA0IRQAQA0IVQAAE0IFQBAE0IFANCEUAEANCFUAABNCBUAQBNCBQDQhFABADQhVAAATQgVAEAT\n",
       "QgUA0IRQAQA0IVQAAE0IFQBAE0IFANCEUAEANCFUAABNCBUAQBNCBQDQhFABADQhVAAATQgVAEAT\n",
       "QgUA0IRQAQA0IVQAAE0IFQBAE0IFANCEUAEANCFUAABNCBUAQBNCBQDQhFABADQhVAAATQgVAEAT\n",
       "QgUA0IRQAQA0IVQAAE0IFQBAE0IFANDEsq4LlFJ+Pcmf1lpPKKW8MMmXkvxk8PJf1FovKaWcnuSM\n",
       "JI8kObfWennXfQEAbXUaKkopZyc5NcmmwaIXJ7mg1nrBvHUOSnLm4LWnJ7m6lPK1Wutcl70BAG11\n",
       "PVNxc5I3Jvnc4PsXJ5kppZyc/mzFv0ry0iTX1Fo3J9lcSrk5ybFJvtNxbwBAQ52eU1Fr/UL6hzS2\n",
       "+laSs2qtxyf5aZIPJFmeZMO8dR5Isk+XfQEA7Y36RM0v1lqv2/p1khcm2Zh+sNhqeZJ1I+4LABjS\n",
       "qEPFV0op/2jw9WvSP8Tx7SSvLKXsWUrZJ8nRSa4fcV8AwJA6v/pjYMvg/29L8vFSyuYkdyU5o9a6\n",
       "qZRyYZKr0g855zhJEwAmT+ehotbaS3Lc4OvvJ3nFNta5KMlFXfcCAHTHza8AgCaECgCgCaECAGhC\n",
       "qAAAmhAqAIAmhAoAoAmhAgBoQqgAAJoQKgCAJoQKAKCJUT37AwCampubS6/XG0mt6enpTE1NjaTW\n",
       "JBMqAJhIvV4v/+HE87LfHis7rbNu89qcc8VZmZmZ6bTO7kCoAGBi7bfHyhwwtWrcbTDgnAoAoAmh\n",
       "AgBoQqgAAJoQKgCAJoQKAKAJoQIAaEKoAACaECoAgCaECgCgCaECAGhCqAAAmhAqAIAmhAoAoAmh\n",
       "AgBoQqgAAJoQKgCAJoQKAKAJoQIAaEKoAACaECoAgCaECgCgCaECAGhCqAAAmhAqAIAmhAoAoAmh\n",
       "AgBoQqgAAJoQKgCAJoQKAKAJoQIAaGLZuBsAgEk1NzeXXq/XeZ3p6elMTU11XmdYQgUA7KJer5cP\n",
       "vfAD2Xfpvp3VWP/Y+rzvun+XmZmZzmq0IlQAwBD2XbpvDnja/uNuY1FwTgUA0IRQAQA0IVQAAE0I\n",
       "FQBAE0IFANCEUAEANCFUAABNCBUAQBNCBQDQhFABADQhVAAATQgVAEATQgUA0IRQAQA0IVQAAE3s\n",
       "MFSUUj62jWWf6aYdAGBSLdveC6WUi5IcmeQlpZRjnvCefbtuDACYLNsNFUk+nGRNkguTfDDJksHy\n",
       "R5Lc0G1bAMCk2W6oqLX+LMnPkhxbSlmRZJ88Hix+Lcna7tsDACbFk81UJElKKeckeXf6IWLLvJeO\n",
       "6KopAGDy7DBUJDktyZG11nu7bgYAmFwLuaT0liTrum4EAJhsC5mpuDnJ1aWUbyT5xWDZllrrv19I\n",
       "gVLKryf501rrCaWUo5JcnOSxJNcneUetdUsp5fQkZ6R/Eui5tdbLd3IcAE85c3Nz6fV6I6k1PT2d\n",
       "qampkdRici0kVNwx+G+rJdtb8YlKKWcnOTXJpsGiC5KcU2u9spTyiSQnl1KuTXJmkhcneXr6AeZr\n",
       "tda5hdYBeCrq9Xr589M+nZXPeGanddY+eE/OvugtmZmZ6bQOk2+HoaLW+sEhPv/mJG9M8rnB9y+q\n",
       "tV45+PrLSU5K8miSa2qtm5NsLqXcnOTYJN8Zoi7AU8LKZzwzq5YfPO42IMnCrv54bBuL76y1Hraj\n",
       "99Zav1BKmZ63aP4sxwPpX6a6IsmGbSwHACbIQmYqfnkyZylljyRvSHLcLtabH1BWJFmfZGOS5fOW\n",
       "L48TQwFg4uzUA8VqrZtrrZck+Y1drHddKeX4wdevT3Jlkm8neWUpZc9Syj5Jjk7/JE4AYIIs5PDH\n",
       "H8z7dkmS5+Xxq0AWautNs/44ySdLKVPp3+r70sHVHxcmuSr9kHOOkzSBSeDqC/hVC7n644Q8Hgq2\n",
       "JLkvye8utECttZfB4ZJa60+SvHob61yU5KKFfibAYtDr9XLeH//XrFxxYKd11m6czVnnv8nVFyx6\n",
       "Czmn4s2DmYUyWP/6wZUaAE95K1ccmFX7HjruNmBR2OE5FaWUlyS5KclnknwqyS2llJd13RgAMFkW\n",
       "cvjjwiS/W2v9VpIMAsWFSV7aZWMAwGRZyNUfz9gaKJKk1nptkr26awkAmEQLCRXrSilv2PpNKeW3\n",
       "ktzfXUsAwCRayOGPM5J8qZTyV+lfUvpYkpd32hUAMHEWMlPxuiQPJTk8/ctB7882LgsFAJ7aFhIq\n",
       "3prkFbXWB2utP0jywvSfKgoA8EsLCRXLksy/w+VcfvUZHgAACzqn4rIk3yil/E3651S8McnfddoV\n",
       "ADBxdjhTUWt9V/r3pShJjkjy0Vrre7tuDACYLAuZqcjgyaSXdNwLADDBdurR5wAA2yNUAABNCBUA\n",
       "QBNCBQDQhFABADQhVAAATQgVAEATQgUA0IRQAQA0IVQAAE0IFQBAE0IFANCEUAEANCFUAABNCBUA\n",
       "QBNCBQDQhFABADQhVAAATQgVAEATQgUA0IRQAQA0IVQAAE0sG3cDALtqbm4uvV5vJLWmp6czNTU1\n",
       "klowqYQKYGL1er2c96G/zcp9D+60ztr1d+Ws9/3zzMzMdFoHJp1QAUy0lfsenFUHHDbuNoA4pwIA\n",
       "aESoAACaECoAgCaECgCgCaECAGhCqAAAmhAqAIAmhAoAoAmhAgBoQqgAAJoQKgCAJoQKAKAJoQIA\n",
       "aEKoAACaECoAgCaECgCgCaECAGhCqAAAmhAqAIAmhAoAoAmhAgBoQqgAAJoQKgCAJoQKAKAJoQIA\n",
       "aEKoAACaECoAgCaECgCgCaECAGhi2bgbACbX3Nxcer3eSGpNT09nampqJLWAXSNUALus1+vlvAsv\n",
       "z8r9D+m0ztr778xZf/RPMjMz02kdYDhjCRWllP+bZMPg258m+UiSi5M8luT6JO+otW4ZR2/Azlm5\n",
       "/yFZdeDh424DnpJGNVu40JnCkYeKUspeSVJrPWHesr9Lck6t9cpSyieSnJzkslH3BgCTpNfr5Z3H\n",
       "nJnlWd5ZjQfyQD56/ccWNFM4jpmKFyTZu5Ty94P6f5LkRbXWKwevfznJSREqAGCHlmd59l26T3cF\n",
       "Hlv4quO4+uPBJP+x1vraJG9L8l+e8PqmJB1uHQCgC+MIFTdlECRqrT9Jcn+SA+e9vjzJ+jH0BQAM\n",
       "YRyh4i1Jzk+SUsoh6YeIr5ZSjh+8/vokV27nvQDAIjWOcyr+KsmnSylbg8Nb0p+t+GQpZSrJDUku\n",
       "HUNfAMAQRh4qaq2PJPm9bbz06hG3AgA05DbdAEATQgUA0IRQAQA0IVQAAE0IFQBAE0IFANCEUAEA\n",
       "NCFUAABNCBUAQBNCBQDQhFABADQhVAAATYzjKaWw25ibm0uv1+u8zvT0dKampjqvAzAMoQKG0Ov1\n",
       "8pdfuDoHHHxYZzXuu+v2vPWNyczMTGc1AFoQKmBIBxx8WA467IhxtwEwds6pAACaECoAgCaECgCg\n",
       "CaECAGhCqAAAmhAqAIAmhAoAoAn3qZhw7ugIwGIhVEy4Xq+Xr//vH+TQ1Yd3VuOO227Na+KOjgA8\n",
       "OaFiN3Do6sOz5llHjbsNxmBUM1WJ2Spgx4QKmGC9Xi8XXnxF9l91aKd17r/3jvzRm080WwU8KaEC\n",
       "Jtz+qw7NgYesGXcbAK7+AADaECoAgCaECgCgCaECAGjCiZpMNDf/Alg8hAomWq/Xy1//z2tz4CGr\n",
       "O6sxe+dtOfU33fwLYEeECoayGGYKDjxkdQ45/Fmd9wDAkxMqGEqv18tl3/xuDj60u5mCu+64LW84\n",
       "wUwBwGInVDC0gw9dndXTR467DQDGzNUfAEATQgUA0IRQAQA0IVQAAE0IFQBAE0IFANCEUAEANCFU\n",
       "AABNCBUAQBNCBQDQxETfpntUD7NKPPoaAHZkokNFr9fL9268KWvWTHda55Zbekk80AoAnsxEh4ok\n",
       "WbNmOkc++9njbgMAnvKcUwEANCFUAABNCBUAQBNCBQDQxMSfqDlOLmkFgMcJFUPo9Xq59vs3ZvXh\n",
       "azqtc9uttyRxSSsAi5tQMaTVh6/Js45ySSsAOKcCAGhCqAAAmhAqAIAmhAoAoAmhAgBoQqgAAJoQ\n",
       "KgCAJoQKAKAJoQIAaEKoAACaECoAgCaECgCgiUXzQLFSytIkf5Hk2CS/SHJarfUfxtsVALBQi2mm\n",
       "4g1JpmqtxyV5d5Lzx9wPALATFlOoeHmSryRJrfVbSV4y3nYAgJ2xaA5/JFmRZOO87x8tpSyttT72\n",
       "hPWeliR33313Hn744dxw889y7z33dNrYHXfcnucedUT23nvvX1k+OzubH954c+67t9v6d915R5Yd\n",
       "fdT/V39rDzf+8MdZe/+9ndWfvfPOrNzjOdutf9MNP8z6tfd1Vv+eu+/M9D7P3279n/74h9m4rrv6\n",
       "983eldmDl223/q03/SgPrL+/s/rr7rk7s896+nbr3967IZs2ru2sfpKsX3t3Zmf32+bfgTtv/3Ee\n",
       "3LSu0/ob1s9mdvaQbdefvSkPPry+2/ob78ns7JHbrn//P+TBX2zotv6m+zI7e8y262/8WR7avHE7\n",
       "72xj/cP3Z3Z2dpv173ro1jz06KZO62/4xdrt13/kzjyUB7ut/8iGbdbf2sPsktk8nIc7q79xycYn\n",
       "rb922drMZa6z+puWbvqV+ieeeOJ0kttrrY88cd0lW7Zs6ayRnVFKOT/JtbXWSwbf31ZrXb2N9V6R\n",
       "5KpR9wcA/NIRtdbeExcuppmKa5L8sySXlFJeluQH21nv/yR5ZZK7kjw6ot4AgMfdvq2Fi2mmYkke\n",
       "v/ojSd5Sa71pjC0BADth0YQKAGCyLaarPwCACSZUAABNCBUAQBNCBQDQxGK6pHQopZQ9knwqyZok\n",
       "eyY5N8mNSS5O8liS65O8o9a6pZRyepIzkjyS5Nxa6+WllKcn+eskq5I8kOQPaq3d3VGpAw22wT7p\n",
       "b4PlSaaS/Jta67UjH8guGnb88z7nOUmuTfLMWmt3d5RprMGf/9OSXJDkxen/+b+/1vqVkQ9kFzUY\n",
       "/95JPp9k3yRzSU6ttc6OfCC7aGfGP1h/VfqX8h9Ta52b9H1gg/FP9P4vGX4bzPucXd4H7k4zFack\n",
       "ubfW+qokr0vy8fSfH3LOYNmSJCeXUg5KcmaS45K8NslHSilTSd6e5PuDdT+b5L1jGMOwht0G/zrJ\n",
       "12qtr07y5sH7J8mw408pZcXgPT8fQ//DGnb8v5dkWa31Fek/i+foMYxhGMOO//eT3FhrPT7J3yT5\n",
       "t2MYwzAWNP4kKaW8NslXkzxz3vsnfR847Pgnff+XDL8Nht4H7jYzFUkuSXLp4OulSTYneVGt9crB\n",
       "si8nOSn9G2ZdU2vdnGRzKeXm9O+N8fIkfzZY9ytJ3jeqxhsadhv8p/SfEJskeyQd3ne2G0ONv5Ty\n",
       "3SR/meQ9Sf77SDtvY9g//5OSXF9K+R/p73zOHGXzDQw7/oeT7D9Yd5+kw/sed2Oh478s/W1wYpLv\n",
       "znv/pO8Dhx3/pO//kiG3weB+UUPtA3ebUFFrfTBJSinL09+w701y3rxVHkh/R7EiyYbtLN/4hGUT\n",
       "ZdhtUGvdMHj/QUk+l+SdI2i7mQY/Ax9Icnmt9QellKT/i3ViNBj/AUmOrLX+01LKq5J8OsnxI2i9\n",
       "iSHHvyLJF5O8u5TyoyT7JXnVCNpuZgHj35TBfq3W+vXBuvM/Yv52mbh94LDjn/T9X9LkZ2DofeDu\n",
       "dPgjpZTVSb6R5LO11s+nfwxpqxVJ1qcfHJbPW758G8u3Lps4Q2yDdYP3Pz/J15O8p9Y6cc9YGfJn\n",
       "4JQkf1hK+WaSg5L8/UiabmjI8d+f5PIkGfzLZmYUPbc0xPg3pL/zvaDW+rz0D4v87UiabmgH49/R\n",
       "fm1j+ttoIesuSkOOf+L3f8nQ22DofeBuEypKKQemf3zo7FrrxYPF15VStv5L6/VJrkzy7SSvLKXs\n",
       "OTgx5+j0T165JslvPmHdiTLsNiilPDf9dPsva62T+At1mPH/sNb67FrrCbXWE5Lcnf404cQYdvxJ\n",
       "rs7g70Ap5QVJbhlh+0NrsA94Rh6frbw3j/+CnQg7Mf7tmeh94LDjn/T9XzL8NmixD9xtbtNdSvlo\n",
       "kt9OUuctfmeSC9M/k/eGJKcPzvw+Lf0zv5cm+XCt9YuDM58/k+Tg9I+rvanW2u0zzRtrsA0uS//Y\n",
       "8tZfJutrrb81sgEMadjxP+GzfprkORN29cewf/5TST6R5LmD97691vq9kQ1gSA3GvybJJ5Pslf6h\n",
       "4ffVWq8Y5RiGsTPjn/eeX/6cT/o+sMH4J3r/lwy/DZ7wWbu0D9xtQgUAMF67zeEPAGC8hAoAoAmh\n",
       "AgBoQqgAAJoQKgCAJoQKAKAJoQIAaEKoAACa2G0eKAaMVynls0muqrV+cvD9N5O8K8m56T/986Ek\n",
       "Z9Zav1dKOSb9u/z9WvqPXj6/1vqxUsoHk7wsyeokH6u1/ufRjwTYVWYqgFY+leTUJBnc8npVkgvS\n",
       "fw7Bi5O8Ncl/G6z7h0k+VGt9aZLfSPLheZ8zVWt9nkABk8dtuoEmSilLktyU5DVJfj/9xyb/SfrP\n",
       "G9jqgPSfr7Ah/YcbPT/JC5L8Tq31aYOZij1rre8ZYetAI2YqgCYGDyn6TJI3pf9Qo4uT/LzW+sKt\n",
       "/yU5rta6Lv2nQZ6c5EdJ3pN+AEmSLUl+PuregTaECqCli5O8LcmttdZbk/yklHJKkpRS/nGS/zVY\n",
       "7zVJPlBr/VKSVw9eX5rHwwUwgYQKoJla6+3pPzr64sGiU5KcVkr5fvrnTfzOYPkHk1xdSrkmyXOS\n",
       "3JjkiPRnKhyThQnlnAqgmVLKIenPRjyv1rp5zO0AI2amAmiilPIvknwvybsFCnhqMlMBADRhpgIA\n",
       "aEKoAACaECoAgCaECgCgCaECAGji/wEfx4hHdbtbOgAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bc35fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# time series factor plot\n",
    "sb.set(style=\"white\")\n",
    "planets = sb.load_dataset(\"planets\")\n",
    "years = np.arange(2000, 2015)\n",
    "g = sb.factorplot(\"year\", data=planets, palette=\"BuPu\",\n",
    "                   aspect=1.5, x_order=years)\n",
    "g.set_xticklabels(step=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAl8AAAILCAYAAADWoPn8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XucXVV9///XmWuSySQzE0IgfqMYCx+hoBRTCjGgUek0\n",
       "Aj8J+JWvYsw3FS+ItkpMvbUS/Gr5taNiiJGhQVKhRDQJKS0UjcYmEUiJli9eInxoxJhIcQZymyGX\n",
       "yczkfP/Ye8p4OjPnzDpzLnvO+/l4zINzzt6fvdbOTJhPPmvttVLpdBoRERERKY6qUndAREREpJIo\n",
       "+RIREREpIiVfIiIiIkWk5EtERESkiJR8iYiIiBSRki8RERGRIqopdQcCaG0MERGRwkiVugOVIInJ\n",
       "l4iIiIwDX0ylClpQ+Xg6XZbJpIYdRURERIpIlS8REREpiRTVpe5CSajyJSIiIlJEqnyJiIhISaRS\n",
       "lVkDqsy7FhERESkRVb5ERESkJKo050tERERECk2VLxERESkJzfkSERERkYJT5UtERERKolLX+VLy\n",
       "JSIiIiVRqcmXhh1FREREikiVLxERESmJSp1wn8jk6/j+3uDYupbaMeyJiIiIyOgkMvlSAiUiIpJ8\n",
       "lTrnK5HJlypfIiIiklSJTL5EREQk+aoqdM5XWd21md1iZh8odT9ERERECqUsKl9mNh24CzgdeLLE\n",
       "3REREZEi0JyvUTKzDcAKd99mZnOANqATaAJmAqvcvd3MtgAdQAvQ6u4nhrhcA3AjsABIhfZJRERE\n",
       "pNzlU/laDSwGtgFLgM3ATnffaGYzgS1AO5AG1rr7/cNdyN13A7vNbEEe/REREZEESaVU+RqtTUCb\n",
       "mTUD84iqVjeb2ZVAV8a1PY92REREZBxKldfU86IJvut4+HAdUXVrI7AU2O7ui4D1GdceaqhRRERE\n",
       "pOLkO+F+DbALWAbMBlaa2UJgJ9BtZnUB10zn2ScRERFJgEqdcJ9KpxOX66S1yKqIiEhBFPWht9V1\n",
       "rypoEvK+478sy4f4irbUhJnNIlpOItNWd19erH6IiIhIedCE+wJz973A/GK1JyIiIlKOymKRVRER\n",
       "Eak8VXraUUREREQKLZGVr+eOhc/PewVwuLs/OL6hsTLHp0VERMaa5nwlyCtmhqxg8RIlUCIiIlIq\n",
       "iUy+fv2fx4NjXzGzTpUvERGRMlCpK9wnMvkSERGR5KvURVZLnnyZ2bnArUA/0AO8x907S9srERER\n",
       "kcIoh3rfV4APu/t84D7gEyXuj4iIiBRBKlVd0K9yFVT5MrMNwAp332Zmc4A2oBNoAmYCq9y93cy2\n",
       "AB1AC9Aab8ad6Wp374hf1wJHQ/okIiIikgShw46rgcXANmAJsBnY6e4bzWwmsAVoJ9oke6273z/c\n",
       "hQYSLzObC1wPXBTYJxEREUmQUi6yamZVwNeA1xBNe7rW3X856PhVRKNxaeAed7/VzGqBO4lWrqoH\n",
       "Pu/u/zzatkPvehNwvpk1A/PijlxhZncDn+F3kzrPdjEzuxq4DXiru+8L7JOIiIhIrq4A6tx9LvBJ\n",
       "4EsDB8ysGrgZeDNwIfAhM5sGvBt43t0vBv4E+GpIw0HJVzx8uI6ourURWApsd/dFwPqM6w411Phf\n",
       "zOzdRBWvN7r77pD+iIiISPKUeM7X64HvALj7Y8CcgQPu3g+82t27gelANVF17NvAZ+PTqoC+kPvO\n",
       "52nHNcAuYBkwG1hpZguBnUC3mWVdCTXOLFcAvwbuMzOAre6+PI9+iYiIiGQzBega9L7fzKoG5qe7\n",
       "+wkzu5KouvUAcGTgmJk1EhWhPhPScHDy5e57icY7AfYA5wxx2vws1+gHpoX2QURERJKrxIusdgGN\n",
       "g95XZT4Y6O73mdlG4O+B9wB/b2aziFZnWOXu94Y0XJR1vuKO3jXEIVW5REREpBQeAS4H1pnZBcBP\n",
       "Bw6Y2RTgn4FL3P24mR0mqozNIJr3/iF3/9fQhlPpdPgm1SWS1vZCIiIiBZEqZmPfnHRRQZOQdx75\n",
       "4bD3Y2YpXnraEaLVG14HTHb31Wb2PuC9QC/wE+DPgFuA/8nvPky4wN2PjaZfSr5GScmXiIiMY0VN\n",
       "vu5teGNBk5D/dXhLUe8nVyXfXijEy6vy+15V9ecXf/RQWPI2caoSNxERkUqXyOQrdUp99pNGMLEp\n",
       "v9tWEiUiIpK/Ek+4L5lEJl/p3/YEx6ZOqefowaBlOYAocVPlS0REREIlMvkSERGR5Ksq482vC6ky\n",
       "630iIiIiJVLyypeZnQX8Xfz2P4g2tgx/HFFEREQSoVLnfJXDXX8B+KS7z4vfX17KzoiIiIgUUlDl\n",
       "y8w2ACvcfZuZzQHagE6gCZhJtOR+u5ltATqAFqA1c9n+2FXx/kl1wCnAwZA+iYiISLLksPn1uBRa\n",
       "+VoNLI5fLwE2A/e6eyvQCtwQH0sDa939kmESr4GNK18O/Jxon8efDnWeiIiIyHgQOudrE9BmZs3A\n",
       "PGABcHO8+3dXxnV9iPjf4e57gDPM7L3Al4H/HdgvERERSYgUqnzlLK5irQPagY3AUmC7uy8C1mdc\n",
       "d8iK1wAz+ycz+7347YuAJtuLiIjIuJXP045rgF3AMmA2sNLMFgI7ge54Dlcubgb+3syOA4eBa/Po\n",
       "k4iIiCREpT7tGJx8ufteYGCfnz3AOUOcNj+H62wnGroUERGRClKpE+6Lss6Xmc0C7hri0FZ3X16M\n",
       "PoiIiIiUg6IkX3GVLGsVTERERCpHVYUOO1bmXYuIiIiUSMm3FwrxYmNtcGwjUH0iPXadGYX0cz2k\n",
       "Tq0n/VxPUHzq1PrsJ4mIiCSE5nwlSGNDfgW7upbw5A1g4tTAH5Y4TkmUiIhI5Upk8tV9eMSlw0bU\n",
       "2FDF8f29wfF1LbUcPRS2FNmEI32qfImIiMS0yKqIiIiIFFzZJF9m9i4ze7TU/RAREZHiSFFV0K9y\n",
       "VRY9M7M/AP601P0QERERKbSgOV9mtgFY4e7bzGwO0AZ0Ak3ATGCVu7eb2RagA2gBWuM9ITOvNQ34\n",
       "AvBRYHXQXYiIiEji6GnH0VkNLAa2AUuAzcBOd99oZjOBLUSbbqeBte5+/1AXMbNq4OvADcCxwL6I\n",
       "iIhIAmmR1dHZBJxvZs1E+zLeCVxhZncDn+F3kzof4TqvA34PuA34JnCWmX05sE8iIiIiZS+o8uXu\n",
       "J8xsHVF1ayOwFNgeDzXOBy4ddPqw60K4+w7gbAAzewVwr7vfENInERERSRYNO47eGmAXsAyYDaw0\n",
       "s4XATqDbzOpGeb0U0TCliIiIyLgVnHzFm2UPrPq5BzhniNNy3kzb3XcDc0P7IyIiIslSqYusFmWF\n",
       "ezObBdw1xKGt7r68GH0QERERKQdFSb7iKlnOVTAREREZ/8p5IdRCqsy7FhERESmRRG6sLSIiIsmn\n",
       "px0TpP5Yf3hwQxW9teEFvzqg5tmuoNgTJzVQDZyoTgXFVwOHeoJCAZhan/0cERERKaxEJl9102rz\n",
       "im9ozC/Trj2rOa/46pNHuwrHS5RAiYjIeKGnHRPk+L7e4Ni6abUc7g6vnDU0VtP7iwNBsVUnNVB9\n",
       "ch39nceD4qtPrlPlS0RExo2qVGVOPa/MuxYREREpkZJXvszsD4B/Bv4j/ug2d/92CbskIiIiRaBh\n",
       "x9J5HfBld9eG2iIiIjLuBSVfZrYBWOHu28xsDtAGdAJNwExgVbzJ9hagA2gBWt19qE22z4suaW8j\n",
       "qn591N1fDOmXiIiIJEdKc75GZTWwOH69BNgM3OvurUArcEN8LA2sdfdLhkm8AHYAH3f3NwDPADcG\n",
       "9klERESk7IUOO24C2sysGZgHLABuNrMrga6M63qWa21090Px638Ebg3sk4iIiCRIKed8mVkV8DXg\n",
       "NUAPcK27/3LQ8XcCfw70AT8DPuTu6fjYycC/A29296dH23ZQ5SuuYq0D2oGNwFJgu7svAtZnXHe4\n",
       "iteA75jZH8av3wz8OKRPIiIiIqNwBVDn7nOBTwJfGjhgZhOB/wO80d3nAVOBy+JjtcDtwOHQhvOZ\n",
       "cL8G2AUsA2YDK81sIbAT6DazXFcS/SCwysx6geeA9+fRJxEREUmIEj/t+HrgOwDu/lg8h33AMeBC\n",
       "dz8Wv68Bjsav24DbgE+FNhycfLn7XmBg2c49wDlDnDY/h+v8hGjoUkRERKRYphBNlRrQb2ZV7n4i\n",
       "Hl58HsDMPgI0uPv3zex/A8+7+yYz+xQQtF9gUZaaMLNZwF1DHNrq7suL0QcREREpLyV+2rELaBz0\n",
       "vmrww4HxnLC/BX4PuCr+eAmQNrO3AOcC3zCzt7l7x2gaLkryFVfJslbBREREpHJUlXbY8RHgcmCd\n",
       "mV0A/DTj+O1Ew48LBybaxyszAGBm/wp8YLSJF5THIqsiIiIixbYRuMTMHonfL4mfcJxM9PDfnwLb\n",
       "gB+YGUTrm/7jWDSs5EtERERKopTDjnE167qMjwcvGzFiWc7dg0f0Epl81U2rzSu+oTG/MmftWc15\n",
       "xVefnOuDoP/d1Prs54iIiEj5SmTy1bO/Lzi2vqWGEx09wfFVM+o5eii0/RQTp1Zz9FB/UPTEqdV0\n",
       "HU0Htg1TJqZ4dPvB4Pi5FzYFx4qIiGSq1I21K3NTJREREZESSWTlS0RERJIvVVOZNaCSJ1/x/kir\n",
       "gSaixcre4+67S9opERERkQIpefJFtIDZ3e6+3szeCJwN7C5pj0RERKTgUjWVOecrKPkysw1E611s\n",
       "i/dCagM6iapXM4FV7t5uZluADqAFaB28cuwgc4GfmNn3iJKuPw/pk4iIiEgShA62rgYWx6+XAJuB\n",
       "e929FWgFboiPpYG17n7JMIkXwGnAfne/hGiPyE8E9klEREQSJFVTVdCvchU67LgJaDOzZqJNsRcA\n",
       "N5vZlUR7JQ2+rme51j7gn+LX/wx8IbBPIiIikiDlnCAVUtBdx1WsdUA70fL8S4Ht7r4IWJ9x3eEq\n",
       "XgMeBi6NX78B+HlIn0RERESSIJ8J92uAXcAyYDaw0swWAjuBbjPLdRn3pcAdZnYdcBB4Vx59EhER\n",
       "kYSo1MpXcPLl7nuBgc1u9gDnDHFa1n2P3H0P8Meh/RARERFJkqIsNWFms4C7hji01d2XF6MPIiIi\n",
       "Ul6qarXURMHEVbLg3b9FRERExotyWGRVREREKpDmfCXI4YeeCo6tv+Zstu58MTh+/ox6VrfvDop9\n",
       "3wdPi1+lg9tv6OoNjmViHa979eTweODFw9keXh3a5IbK/AsmIiKSKZVOhycCJZK4DouIiCREqpiN\n",
       "/eSP2gv6O/21j32wqPeTq0RWvvbfE74UWMs1Z/OvP9gXHD//TdO49W92BcW+74OnMXFqDUcP9QXF\n",
       "T5xaQ3/H8aBYgOoZdfQcCGsboL65RpUvERGRPCUy+RIREZHk05wvERERkSJK1WipiZIws28Cp8Rv\n",
       "Xwk86u5a5V5ERETGpZInX+7+TgAzawL+FfhYaXskIiIixaBhx1Ewsw3ACnffZmZzgDagE2gCZgKr\n",
       "3L3dzLYAHUAL0BpvyD2czwG3untHSJ9EREREkiC08rUaWAxsA5YAm4Gd7r7RzGYCW4B2omUh1rr7\n",
       "/SNdzMxOBt4E/Hlgf0RERCRhVPkanU1Am5k1A/OABcDNZnYl0JVxXc/hem8H7nF3reElIiIi41pQ\n",
       "yhkPH64jqm5tBJYC2919EbA+47q5LAz1ZuChkL6IiIhIMqVqqgr6Va7ymXC/BtgFLANmAyvNbCGw\n",
       "E+g2s7pRXMuAZ/Loi4iIiEgiBCdf7r4XqI/f7gHOGeK0+Tle6+zQfoiIiEgyaZ2vAjKzWcBdQxza\n",
       "6u7Li9EHERERkXJQlOQrrpLlVAUTERGRylDO87IKqeSLrIqIiEhlqqpV8pUYE/6/M/OKv/j3J+cV\n",
       "//73nxYU98Tpf8sFnZ/mJ6f/bVD8BZ2f5kQeP6fVwIlUeDxEC7eFeuqqbwbHvnrDO/NoWUREpHyk\n",
       "0unELa2VuA6LiIgkRJ7/RB+d/3j3+oL+Tj/9H95e1PvJVSIrX0e6+4NjJzVW09/RExxfPaOeYwf6\n",
       "gmKfsKjy9W8n/3VQ/AWdn6b3+eNBsQC10+s4ejCs7wATm2roPpzLsm3/XWNDlSpfIiIiJDT5EhER\n",
       "keTTUhMlYmavBu4gGk58GrhW2wyJiIjIeFUOjxksBz7v7hcRLdp6aWm7IyIiIsWg7YVGwcw2ACvc\n",
       "fZuZzQHagE6gCZgJrHL3djPbAnQALUBrvCdkpqPANDNLAY1A+KQmERERkTIXOuy4GlgMbAOWAJuB\n",
       "ne6+0cxmAluINt1OA2vd/f4RrrUS2AT8JXAQ2BrYJxEREUmQcq5OFVLoXW8CzjezZmAecCdwhZnd\n",
       "DXyG303qPMu1/gG4yN3PBO4GvhTYJxEREZGyF5R8xcOH64iqWxuBpcB2d18ErM+4bra1CSYB3fHr\n",
       "54iGLkVERGSc05yv0VsD7AKWAbOBlWa2ENgJdJtZXY7XuRZYb2bHgB7gfXn0SURERBKilEtNmFkV\n",
       "8DXgNUT5x7Xu/suMcyYB3wP+1N09/uxTwOVALfBVd//GaNsOTr7izbLr47d7gHOGOC3rZtru/n3g\n",
       "+6H9EBEREQlwBVDn7nPN7I+Ipj1dMXAwfqCwnehBwnT82RuBC+OYBuAvQhouyjpfZjYLuGuIQ1vd\n",
       "fXkx+iAiIiLlpcRDg68HvgPg7o/FydZgdUTJ2N2DPmsFfmZm/whMIRr9G7WiJF9xlSxrFUxERESk\n",
       "SKYAXYPe95tZ1cCyWO7+KICZDY45CZgFXEY05eqfgFePtuGSr3AvIiIilanEla8uovVFB1QNsx7p\n",
       "YC8AT7p7H/C0mR0zs5Pc/YXRNFy+jwKIiIiIFM4jwFsBzOwC4Kc5xDwM/EkcMxNoAPaNtuFEVr6O\n",
       "b9oVHDvpKqOvLvzpimrgeH1Y/M9vfBcXxP8NcQHQMyn8W1YL1O0/FhxP02Rq+rL9o2A4VZx+21Xh\n",
       "bQO/ePpIcOxZZ0zKq20RERl7Ja58bQQuMbNH4vdLzOydwGR3Xz1UgLs/aGYXm9kOogLWh0L2o06l\n",
       "04nbwzpxHRYREUmIVDEb2/uXPyjo7/RZn39TUe8nV4msfB3ckG3R/OE1XWX0HOgLjq9vrqHrSNjP\n",
       "yrfX/Jprrz+NO1btDoq/9vrTePFwaOUJJjdU0f/Mi8Hx1bMnc/RQ2J/dxKk19HeGb9tZfXKdKl8i\n",
       "IuNMVW3p1vkqJc35EhERESmikle+zOy1RIuY9QH/AXzQ3cNLJCIiIpII5bwFUCGVw13fAXzM3S8C\n",
       "ngU+VOL+iIiISBFob8dRMLMNwAp33xavCNsGdBJtij0TWOXu7Wa2BegAWoDWYdbP+B/u/m/x60eB\n",
       "9wNfCemXiIiISLkLTQtXA4vj10uAzcC97t5KtPT+DfGxNLDW3S8ZYeGyZ8zs4vj15URrZoiIiMg4\n",
       "V6mVr9CebQLON7NmYB5wJ3CFmd0NfIbfrahlezRxCfApM/s+UZVsVKvEioiIiCRJUPIVV7HWEU2U\n",
       "3wgsBba7+yJgfcZ1s62NcBlwjbu/BZgGfDekTyIiIpIsqZrqgn6Vq3yedlwD7CLa0Xs2sNLMFgI7\n",
       "gW4zq8vxOk8D3zezHmAHcFcefRIREREpa8HJl7vvBerjt3uAc4Y4bX4O13kAeCC0HyIiIpJM5Twv\n",
       "q5CKss6Xmc1i6IrWVndfXow+iIiIiJSDoiRfcZUsaxVMREREKkelVr4q865FRERESqTk2wuJiIhI\n",
       "ZarUylcqnU6Xug+jlbgOi4iIJESqmI3t+8bPCvo7fdric4p6P7lKZOWr62j492rKxBSPP9EdHH/e\n",
       "uY38ZvmWoNiTPjqPCU01HDvYFxQ/oamG7iPh9944KUXvLw4Ex9ee1cwD93cExV72thls3bo/uO03\n",
       "vKGFI139wfGTplRzoqMnOL5qRn32k0RERHKQyORLREREkq9Shx0r865FRERESqTolS8zuwV4yt1v\n",
       "j9+/D3g/0Ad83t0fLHafREREpPiqaiuzBlS05MvMphMttHo68GT82SnAR4DXAROBh83se+5+vFj9\n",
       "EhERESmmEZMvM9sArHD3bWY2B2gDOoEmYCawyt3bzWwL0AG0AK3xxtuZGoAbgQW89DTF+cAj7t4L\n",
       "9JrZLuA1wI/zvjMREREpa5rzNbTVwOL49RJgM3Cvu7cCrcAN8bE0sNbdLxkm8cLdd7v7joyPG4FD\n",
       "g953A1NH0X8RERGRRMk27LgJaDOzZmAeUdXqZjO7EujKiPeA9ruIErABjUD4WggiIiKSGKma6lJ3\n",
       "oSRGrHzFVax1QDuwEVgKbHf3RcD6jPghK15Z/Ai4yMzqzWwqcCbw84DriIiIiCRCLhPu1wC7gGXA\n",
       "bGClmS0EdgLdZlYX0G4awN1/a2a3Aj8kSuQ+rcn2IiIilaFS53xlTb7cfS8wsLz3HuCcIU6bn2uD\n",
       "7n5Txvs7gDtyjRcREZHxQcnXGDCzWUTLSWTa6u7Lx7ItERERkSQa0+QrrpLlXAUTERGRylWpla/K\n",
       "vGsRERGREknkxto9d/3f8OAPnMcfnBLyjMBLZnzk9UFxxx77DRNaT6P3sd8ExU9oPY3UiXRQbCTF\n",
       "sVeEL6NWC7zl4mnB8a8/c3JwLEA6lf2ckXRPDf++TwWOdPUHxU6aUpmPUouIZFOpS02k0ul8fpmX\n",
       "ROI6LCIikhB5/jN3dI5se7agv9MnXfyyot5PrhJZ+Xr+9seDY6d/4DzSv+0Jjk+dUk/vvt6g2GM/\n",
       "fpbG1tPo/u7uoPjG1tN48cWQ5dQikydX0X04PL6xoYpjB/qCYic019DXGb6KSM3JdRzuDqs8ATQ0\n",
       "VnPoWPjf8akTUqp8iYiMMc35EhEREZGCK1nly8xuAZ5y99vj99XAt4DV7v7dUvVLREREikOVryIx\n",
       "s+lm9hBwOfH8LTN7FbANmIPmdImIiMg4llPly8w2ACvcfZuZzQHagE6gCZgJrHL3djPbAnQALUBr\n",
       "vDdkpgbgRqJNulODPnsv8AmKPNlPRERESqNSK1+5DjuuBhYTVaeWAJuBne6+0cxmAluINt9OA2vd\n",
       "/f7hLuTuu4HdZrZg0Gc/BTCzgFsQERGRJKqqrcwHknJNvjYBbWbWDMwjqlrdbGZXAl0Z1/Gx7aKI\n",
       "iIjI+JFTvS8ePlxHVN3aCCwFtrv7ImB9xnXC1zIQERGRipGqqSroV7kazdOOa4BdwDJgNrDSzBYC\n",
       "O4FuMwtZPnyoyfWacC8iIiLjVs7JV7xpdn38dg9wzhCn5byptrvfNMRnS3KNFxERkWQrZXXKzKqA\n",
       "rwGvAXqAa939l4OOXw78FdAH3Onud8QxdwBnEI30vc/dRz3dqiDrfJnZLOCuIQ5tdfflhWhTRERE\n",
       "ZBSuAOrcfa6Z/RHwpfgzzKwW+DLRElhHgEfM7J+A84AGd59nZm8BvgC8fbQNFyT5iqtkOVfBRERE\n",
       "pPKUeF7W64HvALj7Y/FSWgPOBHa5+yEAM3sYuBh4HphqZilgKhC0b175zkYTERERKZwpRCs2DOiP\n",
       "hxUHjh0adKybKNl6GJgAPAXcDqwMaVjJl4iIiJREqqa6oF9ZdAGNg95XDVoc/lDGsUbgINFi8I+4\n",
       "uwHnAt8IeeCwZHs75qPhna/NK/7FKSEPZkYagcd/eSQo9nXnzQRgYvzfEM929ATH2uSJ9D2QxzJs\n",
       "V5/J8Ud/HRQ64dJXseP3/ya46bnP/xW/uXZDcLx96x1MPNwXHM+EWqpOhD+I+73m64JjLzlwW3Cs\n",
       "iIgM6xGirQ7XmdkFwE8HHXsKOD1e3/Qw0ZDjF4nmfA1Uyw4AtcCoV4pNpdOJW9khcR0WERFJiOJu\n",
       "8fdcT2F/p59aP+z9xPO2Bp52hGgHn9cBk919tZldBnyWaJTw6+5+m5k1ES29dRJR4vUVd793tN1K\n",
       "ZPJ1pKs/OHjSlGq6j4Tfc+OkFI/tOJT9xCG87pUTqZleR9/zQfPzqJleh//yaFAsgL1qIge+9WRw\n",
       "fPPVZ9L14C+znziEKZe+iken/5/gtuc+/1f41d8OjrdvvYPj+3qD4+um1XLsYFjlbEJTjSpfIpIU\n",
       "FZN8lZLmfImIiIgUUdHnfJnZLcBT7n57/P5jwNXx4X9x988Vu08iIiJSfOkC16XKsuxFEStfZjbd\n",
       "zB4imtyWjj+bDbwLuNDdLwD+2MyGWjlfREREZFwYsfJlZhuAFe6+LV58rA3oBJqAmcAqd283sy1A\n",
       "B9ACtA56VHOwBuBGYAEvJaN74vMHxnxrgfBJTSIiIiJlLtuw42pgMbCN6CmAzcBOd99oZjOBLUA7\n",
       "USVrrbvfP9yF3H03sNvMFgz6rA/YHz9x0AY87u67wm9HREREpLxlS742AW3xOhfziKpWN5vZlUTr\n",
       "XAyOD1pAyswmAHcSLWj2oZBriIiISBKV66yswhpxzlc8fLiOqLq1EVgKbHf3RcD6jPihhhpHFFe8\n",
       "7geecPfrBg0/ioiIiIxLuTztuAbYBSwDZgMrzWwhsBPoDllWn5cWSr2CaNXY2kHDkZ9y938LuKaI\n",
       "iIgkSWUWvrInX+6+F6iP3+4BhnoacX6uDbr7TYNebwQm5horIiIiknRjus6Xmc0C7hri0FZ3Xz6W\n",
       "bYmIiEiyFXquUbkW1sY0+YqrZDlXwUREREQqjbYXEhERESmiom8vJCIiIgKU77hggaXS6cSt7pC4\n",
       "DouIiCREUdOhE53HC/o7verkurJM7xJZ+Tp0LPx7NXVCiqMH+4LjJzbV8MzenqDY/9FQRV1LLcf3\n",
       "9wbF17XU5n3vf3frr4Lj3/9nr6Rnf9ifXX1LDennwv7cAFKn1nPsQPj3bUJzDY8/0R0cf965jfxk\n",
       "7t8Fxb720ffT33E8uO3qGXU83zXqZfT+y/Qpml0gIuWpUqsp+r+yiIiISBElsvIlIiIi40BZDgoW\n",
       "XtGTLzO7BXjK3W+P319PtHl3Gviiu68rdp9EREREiqVoyZeZTSdagPV04Mn4s5OADwLnEq10/wui\n",
       "vSRFRERk3KvM0teIyZeZbQBWuPs2M5sDtAGdQBMwE1jl7u1mtgXoAFqA1nhD7kwNwI3AAuI/bXd/\n",
       "wcxe6+4nzOxU4NgY3ZeIiIhIWco24X410ZAgwBJgM3Cvu7cCrcAN8bE0sNbdLxkm8cLdd7v7jiE+\n",
       "PxEPPW4H7g64BxEREUmgdIG/ylW25GsTcL6ZNQPzgDuBK8zsbuAz/G7lzEM74e6rgFOBN5jZG0Ov\n",
       "IyIiIgmS9yZDAAAgAElEQVSSKvBXmRox+YqrWOuAdmAjsBTY7u6LgPUZ8aNeiMgi98Vv+4AeoH+0\n",
       "1xERERFJilwm3K8BdgHLgNnASjNbCOwEus2sLqDdNIC7u5k9YWbb48/+xd1/GHA9ERERkUTImny5\n",
       "+16gPn67BzhniNPm59qgu9+U8f5zwOdyjRcRERFJsjFdasLMZhEtJ5Fpq7svH8u2RERERJJoTJOv\n",
       "uEqWcxVMREREpNJoeyEREREpiXQZP5FYSNpYW0RERKSIUul0OS9DNqTEdVhERCQhilqL6t3XW9Df\n",
       "6bXTasuytpbIYceOA+FLgc1orqa/83hwfPXJdXQdDftZOfEvT9N0lXFwQ9h6tE1XGUe6wu990pRq\n",
       "DneHxzc0VvPii6Nezg2AyZOr+PkvDge3ffZZDXnf+/F9vcHxddNq8/q+9ezvC267vqWG3hfC+157\n",
       "Ui2/ePpIUOxZZ0wKbldERIamYUcRERGRIlLyJSIiIlJERR92NLNbgKfc/fZBn1UBDwL/OPhzERER\n",
       "Gb/SqbKcklVwRUu+zGw60QKspwNPZhz+PNCEJtOLiIjIODdi8mVmG4AV7r7NzOYAbUAnUaI0E1jl\n",
       "7u1mtgXoAFqA1nhD7kwNwI3AAgY9TWFmbyfaTPs7lPUe5CIiIiL5yzbnazWwOH69BNgM3OvurUAr\n",
       "cEN8LA2sdfdLhkm8cPfd7r5j8GdmdjbwTuCzKPESERGRCpBt2HET0GZmzcA8oqrVzWZ2JdCVER/y\n",
       "HP4i4GXAD4DTgONm9it33xRwLREREZGyN2Ly5e4nzGwd0A5sBJYC2+OhxvnApYNOH/UCUO7+iYHX\n",
       "ZnYj8JwSLxERkQpRoWNeuUy4XwPsApYBs4GVZrYQ2Al0m1ldQLuaWC8iIiIVKWvy5e57gfr47R7g\n",
       "nCFOm59rg+5+02g+FxERkfGplJWYeJmrrwGvAXqAa939l4OOXw78FdAH3Onud2SLydWYLjVhZrOI\n",
       "lpPItNXdl49lWyIiIiJ5uAKoc/e5ZvZHwJfizzCzWuDLwBzgCPCImf0T0fz3+qFiRmNMk6+4SpZz\n",
       "FUxERESkRF5PtMwV7v5YvKTWgDOBXe5+CMDMHgYuBi4EHhomJmfaXkhEREQq0RSilRsG9MfDigPH\n",
       "Dg061g1MzRKTs6JvLyQiIiIClPppxy6gcdD7qkFrlR7KONYIHMwSk7NEJl8zmqvziq8+OeQBzZdM\n",
       "mRj403KVAdAU/zfEpCn53XtDY37xkyeHF0vPPqshr7bzvfe6abV5xefzfatvye+vWu1J+fX9rDMm\n",
       "5RUvIlII6dJmX48AlwPrzOwC4KeDjj0FnB6vc3qYaMixjegZgeFicpZKpxO36kO694Xe4ODak2p5\n",
       "7ovbg+NP/fiFHOnuD4qte+4wNWdMoe/pruwnD6HmjCkcO9AXFAswobmGQ8fCv99TJ6SC25/QXEN/\n",
       "5/HgtqtPruPnb74zOP7szX/Ki4dH/Y+T/zK5oYojXWHf90lTqnm+K7zt6VOq6M6j740NVfz4jFuC\n",
       "Yuc8/TG+fc+zwW2/45qXBceKSEkUNRs6drC/oEnIhKbqYe/HzFK89OQiRDv5vA6Y7O6rzewyoh14\n",
       "qoCvu/ttQ8W4+9Oj7VciK18iIiIyDpSw8OXuaeC6jI+fHnT8AeCBHGJGrejJl5ndAjzl7rfH71cQ\n",
       "PXHQTVTOu8Ldw0pDIiIiImWuaMmXmU0nWgPsdODJQYfOA/7Y3fcXqy8iIiIipTJi8mVmG4AV7r4t\n",
       "XsuiDegEmoCZwKp4n8ctQAfQArQOM/O/AbiRaHPuVHz9KqJkbLWZzSAaU10zJncmIiIiUoayPbq2\n",
       "Glgcv14CbAbudfdWoBW4IT6WBta6+yXDPXLp7rvdfUfGx5OAW4FrgD8BPmRmQ21fJCIiIuNMusBf\n",
       "5SrbsOMmoC1+1HIeUdXqZjO7kmiti8HxHtD+EeBWdz8GYGY/AF4L/CzgWiIiIiJlb8TKV1zFWge0\n",
       "AxuBpcB2d18ErM+ID3kW3oCHzawq3kdpHvDvAdcRERGRpEkV+KtM5TLhfg2wC1gGzAZWmtlCYCfQ\n",
       "bWYhK5amAdz9STO7C9gO9AJ/7+5PjhgpIiIikmBZk694s+z6+O0eYKg5WTlvpu3uN2W8/zLRzuEi\n",
       "IiIi496YLjVhZrOIlpPItNXdl49lWyIiIiJJNKbJV1wly7kKJiIiIlJptL2QiIiIlEQ6Vcaz4gso\n",
       "2zpfIiIiIjKGEln56n8mfCei2pNmcMq7z8ur/fqj/UFxR142mUbg6MsmB8U3AtWF3QA+q9766qC4\n",
       "CcCJ4TeXz6oaOH39e4LjAVKP/SY8+E0v5/A3fxIUOukD55G+O48VVK7/Qya92Bce31DHpNNPCg5v\n",
       "vWpmeNtAf8fx4NjqGSEPU4uIlLdUOl3Oa8AOKXEdFhERSYiijgMe6T5R0N/pkxqrynJcM5GVr2M7\n",
       "OoJjJ5w/g/Rve4LjU6fU098Z9i/5Iw01NDZU0X04ZD1aaGyooveF3qBYgNqTajl0LPznfOqEFN1H\n",
       "wuIbJ6Xo3ZdH36fV0nMgvPpT31zD4R/sCY5veNPLef72x4Nip3/gPDpX/Si47ZOv/8O8q0e/uPTu\n",
       "oNizHlyU98+MKl8iIr9Lc75EREREiqjolS8zuwV4yt1vj98vAD4bH/6Ru/9ZsfskIiIixZcuy0HB\n",
       "wita5cvMppvZQ8DlxPO2zKwR+FvgUne/EHjWzKYXq08iIiIixTZi5cvMNgAr3H2bmc0B2oBOoAmY\n",
       "Caxy93Yz2wJ0AC1Aa7whd6YG4EZgAS9N6JsL/Az4spnNBu5w9+fzvy0RERGR8pSt8rUaWBy/XgJs\n",
       "Bu5191agFbghPpYG1rr7JcMkXrj7bnffkfHxSUQr4v8FUVL2UTM7ffS3ISIiIpIM2eZ8bQLazKwZ\n",
       "mEeUIN1sZlcCXRnxHtD+C0TzvDoBzGwbcC7wHwHXEhERESl7I1a+4irWOqAd2AgsBba7+yJgfUZ8\n",
       "yPoJ/xc428ymmVkNcAGwM+A6IiIikjSpAn+VqVyedlwD7AKWAbOBlWa2kChJ6jazkIV40gDu3mlm\n",
       "nwK+G3/+LXf/RcD1RERERBIha/Ll7nuB+vjtHuCcIU6bn2uD7n5TxvtvAd/KNV5ERETGh0rdsmZM\n",
       "1/kys1nAXUMc2uruy8eyLREREZEkGtPkK66S5VwFExERkUpWxhOzCkjbC4mIiIgUUSI31hYREZFx\n",
       "oDILX6TS6cRNd0tch0VERBKiqOnQi0cKm4RMnpQqy/QukZWvnv19wbH1LTV0Hw5ZkizS2FDF811h\n",
       "8dOO9FJ1Sj0nftsTFF91Sj3ffSh896XWBdPp3dcbHF87rTb4z66xoYr+juPBbVfPqKPraPjf0SkT\n",
       "Uxw7GP5zM6Gphl99+MGg2Fd+9VKOHcij7eYajubR94lNNXR/d3dQbGPraTx9zfrgts+45+30PR/+\n",
       "fa+ZXpf331cRKV+VWk1JZPIlIiIi40BZ1qUKT/8sFBERESmiole+zOwW4Cl3v93MzgVuGXT4AuBt\n",
       "7r6p2P0SERERKYaiJV9mNp1oAdbTgScB3P0J4nXBzOx/Ar9R4iUiIiLj2YjJl5ltAFa4+zYzmwO0\n",
       "AZ1AEzATWOXu7Wa2BegAWoDWeEPuTA3AjcACMkZ5zawBWA5clNfdiIiISGJU6oT7bHO+VgOL49dL\n",
       "gM3Ave7eCrQCN8TH0sBad79kmMQLd9/t7juGaee9wLfdff+oei8iIiKSMNmGHTcBbWbWDMwjqlrd\n",
       "bGZXAl0Z8Z5HP94FXJVHvIiIiCSNnnb87+Iq1jqgHdgILAW2u/siYH1GfNBiPGY2Fah392dD4kVE\n",
       "RESSJJcJ92uAXcAyYDaw0swWAjuBbjOrC2h38DDvGcCvAq4hIiIiiVaZpa+syZe77wXq47d7gHOG\n",
       "OG1+rg26+00Z738EXJlrvIiIiEiSjelSE2Y2i2g5iUxb3X35WLYlIiIikkRjmnzFVbKcq2AiIiJS\n",
       "udJlNupoZhOBfwCmA93AYnd/IeOc9wHvB/qAz7v7g2Y2Cfgm0VJcx4F3u3vHcO1oeyERERGRyHXA\n",
       "T9z9YqKRvL8cfNDMTgE+AswlWnLr5nju+3uAJ939DcC3iObJD0vJl4iIiEjk9cB34tffAd6Scfx8\n",
       "4BF373X3LqIHEl8DHAWmxedMJap+DavoezuOhfqW/Lrd2JBfzjl9SmD8lOi5hapT6rOcOLzWBdOD\n",
       "YwFqp9XmFZ/Pn131jJAHY18yZWJ+9ekJTfn93Lzyq5eGt92cX9sT8+x7Y+tpwbFn3PP2vNqumZ7f\n",
       "9z3fv68iIkMxs/cCH834uINoHVOIhh2nZhxvBA4Net8NTCFajuuTZrYTaAYuHqntRCZfRw/1B8dO\n",
       "nFrNE+e3B8efu+ODpH/bExT7/TM/yiUHbuN7zdcFxV9y4DZ69/UGxUKUePXs7wuOr2+pgefC7p1T\n",
       "63nogc7gthdcdjK9L+Rx7yfVcqQ7/OdmUmN18Pc9dUo9z31xe3Dbp378Qvo7R/xH1IiqT67L6/vW\n",
       "8/jzwW3XnzedI115/LlPqeboo/8ZHD9x7kxOdITde9WM8H8kiUhu+vsLvcHQ8P9od/evA18f/Fm8\n",
       "rWJj/LYROJgR1jXo+MA5h4AvAl9299Vmdg6wAXjtcG0nMvkSERERKYBHgLcCPyLa1WdbxvEdwBfM\n",
       "rB6YAJwJ/Jxo/+qBitnzRNWwYRU9+TKzW4Cn3P32+P11wJ8SLbz61+7+j8Xuk4iIiBTfiRJWvoZx\n",
       "G/ANM/sh0EO0/SFm9jFgl7v/s5ndCvyQaN78p929x8w+Daw2s+uJcqtrR2qkaMmXmU0nenLgdODJ\n",
       "+LPJRE8EnAFMBp4AlHyJiIhI0bn7UeAdQ3x+y6DXdwB3ZBz/NfDHubYzYvIVj32ucPdtZjYHaAM6\n",
       "idaxmAmscvd2M9tCNEmtBWiN94TM1ADcSFTGG0hFB1LeyUTjpuGTQ0RERCRRCj/nqzxle4xoNbA4\n",
       "fr0E2Azc6+6tROtb3BAfSwNr3f2SYRIv3H23u+/I+Oww0aJkvwB+DNwadBciIiIiCZFt2HET0GZm\n",
       "zcA8oqrVzWZ2JdHEssHxPtrGzWwucCFwGlE17Ltm9mi836OIiIiMY6p8DSGuYq0D2onWsFgKbHf3\n",
       "RcD6jPghK15ZNABH3f24u/cQPdKZuaaGiIiIjEMn+tMF/SpXuUy4X0O0gusyYDaw0swWAjuB7nhZ\n",
       "/dFKA7j798zsEjN7jGi+1w/d/fsB1xMRERFJhKzJV7xZ9sBqg3uAc4Y4LefNtN39poz3f5FrrIiI\n",
       "iIwf/X3lW50qpDFdasLMZhEtJ5Fpq7svH8u2RERERJJoTJOvuEqWcxVMREREKlc5z8sqJO1YKyIi\n",
       "IlJE2ttRRERESkJLTYiIiIhIwaXS6cRlnYnrsIiISEKMeifqfPgvjxb0d7q9amJR7ydXiRx23H/P\n",
       "z4NjW645m0M94W1PrYfj+3qDYtO/Pkj9edPpefz5oPj686ZzKI+f06kTUzx80meD4+e98Lnge6+b\n",
       "Vsvev/xBcNuzPv8m/vUH+4Lj579pGr2BfQeonVYbHF87rZauPL5vUyamOHawLzh+QlMNz9/+eFDs\n",
       "9A+cR9/zx4PbrplexzN7w//CzZ5Vz7fveTY4/h3XvIyDG0a9+QYATVcZx/eH/8zUtdQGx4rI+JbI\n",
       "5EtERESSr1Kfdix68mVmtwBPufvt8fsbgHcDx4CV7v7NYvdJREREiq9SJ9wXLfkys+lEC7CeDjwZ\n",
       "f3Y28B7gfKJx5n83sx+4e0ex+iUiIiJSTCMmX2a2AVjh7tvMbA7QBnQCTcBMYJW7t5vZFqADaAFa\n",
       "4w25MzUANwILeGlC35nAFnc/Hrf3c+AC4P58b0xERETKW6VWvrItNbEaWBy/XgJsBu5191agFbgh\n",
       "PpYG1rr7JcMkXrj7bnffkfHxz4CLzWyymU0D5gKTAu5DREREJBGyDTtuAtrMrBmYR1S1utnMrgS6\n",
       "MuJH/UiRuz9lZl8FvkO0afdjwAujvY6IiIgkT6VOuB+x8hVXsdYB7cBGYCmw3d0XAesz4oeseI3E\n",
       "zE4Cprj7POA64Czg30Z7HREREZGkyGXC/RpgF7AMmA2sNLOFwE6g28zqAtpNA7j7CxbZQZS8/YW7\n",
       "dwdcT0RERBKmUud8ZU2+3H0vUB+/3QOcM8Rp83Nt0N1vynh/Xa6xIiIiIkk3pktNmNksouUkMm11\n",
       "9+Vj2ZaIiIgkW6XO+RrT5CuukuVcBRMRERGpNNpeSEREREqiv0+VLxEREZGiqdQJ96l0OnE3nrgO\n",
       "i4iIJEQq+ylj5+GHDxT0d/q8ec1FvZ9cJbLy9eKLo15S7L9MnlzF0YN9wfETm2o4cqg/KHbCoR6q\n",
       "Xj6JE3uOBMVXvXwS+77x06BYgGmLX0P3kfA/u8ZJVez55PeDYl/+/7+F3R99KLjt076ygK4j4X9H\n",
       "p0xKceK3PcHxVafUczjw565hchUP3B++Xellb5sR/OcO0Z99z/7eoNj6llpu/ZtdwW3/2Sd+j4ce\n",
       "6AyOX3DZyfT+4kBwfO1ZzXz7nmeDYt9xzctY0/7r4LaXfPAV9BwI/39NfXMi//csMiqVOuE+2/ZC\n",
       "IiIiIjKG9E8rERERKYlKnfNVtOTLzM4FbgX6gR7gPe7eaWbvA94P9AGfd/cHi9UnERERkWIr5rDj\n",
       "V4APu/t84D7gE2Y2A/gIMBdoJdq0O2S7IhEREUmY/v50Qb/K1YiVLzPbAKxw921mNgdoAzqBJmAm\n",
       "sMrd281sC9ABtACt8Ybcma5294FZx7XAUeB84BF37wV6zWwX8Brgx/nfmoiIiEj5yTbsuBpYDGwD\n",
       "lgCbgZ3uvtHMZgJbgHai5R/Wuvv9w11oIPEys7nA9cBFwJ8Ahwad1g1MDboTERERSRQ97Ti0TcD5\n",
       "ZtYMzAPuBK4ws7uBz/C7yZtna8zMrgZuA97q7vuALqBx0CmNQPhz5SIiIiJlbsTkKx4+XEdU3doI\n",
       "LAW2u/siYH1G/IiLIJnZu4kqXm90993xxzuAi8ys3symAmcCPw+4DxEREUkYzfka3hpgF7AMmA2s\n",
       "NLOFwE6gO5cJ8mZWDawAfg3cZ2YAW9z9JjO7FfghUSL3aXc/HnQnIiIikiiVOuyYNfly971Affx2\n",
       "D3DOEKfNz3KNfmDaMMfuAO7I1g8RERGR8WBM1/kys1nAXUMc2uruy8eyLREREUm2ch4aLKQxTb7i\n",
       "KtmIVTARERGRSqbthURERKQkyq3yZWYTgX8AphMtf7XY3V8Y4rzpwCPA2e5+PJ7b/mXgdUAd8Fl3\n",
       "/85w7WhjbREREZHIdcBP3P1iomlUf5l5gpm1Ei3FdfKgjxcBNe4+D7iCaPWGYaXS6fLKOnOQuA6L\n",
       "iIgkRKqYjW2497mC/k6/6n+dOqr7iXf2+Rt33xEvgfWIu5+dcc5bgMeBfwcsrnytJVoqay7Rn+FH\n",
       "3P2Z4dpJ5LDjA/d3ZD9pGJe9bQYvHh5xSbIRTW6o4sC3ngyK3fWpB/nDZz7Oj2Z/MSj+D5/5OOnf\n",
       "9gTFAqROqee5L24Pjj/14xdy9GBfUOzEphrSz+XR91PrIY94Tq3nXZf9MDh87QMXcSzw3ic01XCk\n",
       "qz+47UlTqvO+9/5nXgwKrZ49mf2Hw//f2NKQCv77AtB89Zkc398bHF/XUkt/Z9jqNdUn1/HYjkPZ\n",
       "TxzGH50/ld4Xwvtee1Jt8N/31Cn12U8SqXBm9l7goxkfdxAtAA/D7Lrj7t+P4wd/fBLwKne/zMwu\n",
       "Jlqm6w3DtZ3I5EtERESSr5Rzvtz968DXB38WV74Gdt5pBA7meLl9wIPxdbeZ2RkjnVz05MvMzgVu\n",
       "BfqBHuA97t4ZH/udCWzF7puIiIhUtEeAtwI/AhYQ7W2di4fjuPvM7LVEi8oPqxQT7r8CfNjd5wP3\n",
       "AZ+AYSewiYiIyDhVhtsL3Qb8vpn9ELgWuAnAzD5mZpdnnDu4gdVAysy2E23J+MGRGsmp8hWX4VbE\n",
       "pbQ5QBvQCTQBM4FV7t5uZluIxktbgNZ4b8hMV7v7wKStWuBo/LofeDPRBDYREREZ58pteyF3Pwq8\n",
       "Y4jPbxnis9mDXh8H3ptrO7kOO64GFhOV35YAm4Gd7r7RzGYCW4gyvTSw1t3vH+5CA4mXmc0l2mj7\n",
       "ovjzoSawiYiIiIwruSZfm4A2M2sG5hGNg95sZlcSPRUw+Dqe7WJmdjXwaeCt7r5vdF0WERGR8aDc\n",
       "FlktlpzmfMXDh+uIqlsbgaXAdndfBKzPuM6I6ziY2buJKl5vdPfdAX0WERERSazRPO24BtgFLANm\n",
       "AyvNbCGwE+g2s7psF4iX319B9BTAffEQY+am25WZBouIiFSYcpvzVSw5J1/xptkDK/ftAc4Z4rQR\n",
       "N9V2935gWpZzZo90XERERCTJCrLOl5nNItoTKVNmlUtEREQqVKXO+SpI8hVXyUasgomIiIhUIm0v\n",
       "JCIiIiVRqZWvUqxwLyIiIlKxVPkSERGRkqjUpx1T6XTibjxxHRYREUmIVDEbW/WlZwr6O/36pbOL\n",
       "ej+5SmTl69cf/25w7Cu+2MqRrv7g+ElTqvm3k/86KPb3f/VJGhuq6D484jq0w2psqOIdC7YGxQJ8\n",
       "+6E38MzenuD42bPq4bnA+FPr+fY9zwa3/Y5rXsb11zweHL/qnvM4+uh/BsdPnDuTzS1/FhT75v23\n",
       "crg7/GeuobGahx8+EBw/b14zx/f1BsXWTavl6MG+4LYnNtVwJI97n9RYzXNf3B4cf+rHL8zr71s6\n",
       "9OcdSJ1az68+/GBw/Cu/emlef99eDLxvgMkNmpEiUkiJTL5EREQk+fr7KnMwq2jJl5mdC9wK9AM9\n",
       "wHvcvdPMPgZcHZ/2L+7+uWL1SURERKTYillb/grwYXefD9wHfMLMXgm8C7jQ3S8A/tjMhlo5X0RE\n",
       "RMaZE/3pgn6VqxErX2a2AVjh7tvMbA7QBnQCTcBMYJW7t5vZFqADaAFa4424M13t7h3x61rgKLAX\n",
       "+BN3T2d8LiIiIjIuZRt2XA0sBrYBS4DNwE5332hmM4EtQDvRE4hr3f3+4S40kHiZ2VzgeuAid+8D\n",
       "9plZiiixe9zdd+V3SyIiIpIElbrIarbkaxPQZmbNwDxgAXCzmV0JdGXEe7bGzOxq4NPAW919X/zZ\n",
       "BOBO4BDwoVHfgYiIiEiCjDjnKx4+XEdU3doILAW2u/siYH1G/IjPNZvZu4kqXm90993xZyngfuAJ\n",
       "d79u0PCjiIiIjHOa8zW8NcAuYBkwG1hpZguBnUC3mdVlu4CZVQMrgF8D95kZwFbgCeBioNbs/7V3\n",
       "72FyVWW+x799z/0eAhnDcIL0qxwuGURGImCiQgSOD5dxzIxCEG+IYRRBQGBGGx6PzIgCCRMNAqJx\n",
       "RBEIMh7kokgIShAUFQjO6wCGhIudG0k696S7zx9rtzY93VW71+6uqt31+zxPP11Ve797rV21quqt\n",
       "tdfa205MVr/U3R/r746IiIiI5EHR5Mvd1wBNyd3VQG+zEWcX2UY7MLGPxcOL1UFERESGHo35GgBm\n",
       "Ng1Y0suih929ZSDLEhERkXxT8jUAkl6ygr1gIiIiItVMlxcSERGRsqjkQfGDSVdPFRERESkh9XyJ\n",
       "iIhIWVTrmK+azs7c7XjuKiwiIpITNaUsrOWzzw7qd3rLVw4u6f6klcuer90b9kTHNk5soKN1V3R8\n",
       "7ZQmdm+MK/+Pr+3FDhyOPx93+Uo7cDgdq7dHxQLU7j+CHY++Eh0/fObU6PJr9x8R/bwBNE5o4Aff\n",
       "fTk6/v0f/Cu2/Wx1dPzId+7Plh1xnxFjhtewc9Pe6LKHjatnx+b4+OFj6/nl1H+Niv3bVz7H1m0F\n",
       "z59c0KiRtaxd9ER0/D7z38qGbz8VHT/xrMPY9Vrcc9c0vp6dkbEAw8bX89DPNkTHz37nRF5qWRYV\n",
       "+4aWWbz8xeXRZf/VPx9H+wtbo+Prpo+KjpXqUq09XxrzJSIiIlJCJev5MrMZwEKgHdgFzHP3tWY2\n",
       "n3Dx7k7gK+5+e6nqJCIiIuWj2Y6D7zrgPHefDSwFLjGzicAngKOBdwFfLWF9REREREquYM+Xmd0J\n",
       "LHD35WZ2JHA1sBYYB0wFFrn7YjNbBrQCE4A5yQW5e5rr7q3J7QZgh7tvMLMZ7t5uZvsBOwdmt0RE\n",
       "RKTSte+tzp6vYocdbyQcElwOnA08CKx097vMbCqwDFhMOGR4q7vf3deGuhIvM5sJzAeOTR5vTw49\n",
       "XkG4+LaIiIhUAR127N0DwFFmNh44BvgmcKqZfQe4nNcnb16sMDObC3wdOMnd/zwNyN0XAfsB7zCz\n",
       "Wf3aAxEREZEcKZh8JYcPbyf0bt0FXAiscPczgTt6xBecj25mZxB6vGa5+6rkMTOzpckqewkD8dv7\n",
       "vxsiIiKSN+3tnYP6V6nSzHa8BXgOuAiYDlxvZqcBK4E2M2sstgEzqyMcUnwRWGpmAMvc/Qoz+62Z\n",
       "rSAcuvyxuz8StysiIiIila9o8uXua4Cm5O5q4NBeVptdZBvtwMQ+ll0JXFmsHiIiIjK0VHLv1GAa\n",
       "0PN8mdk0YEkvix5295aBLEtEREQkjwY0+Up6yQr2gomIiIiAZjuKiIiISAnk8sLaIiIikn+VNubL\n",
       "zIYD/wFMBtqAs9x9fY91PgPMTe7+OBm73rXsTcBjwD7uvruvcmo6Oytrx1PIXYVFRERyoqaUhc3/\n",
       "4JOD+p2+6LtH9Gt/zOwCYJS7X5mcm/Rodz+/2/LpwG3AUe7eaWY/B85196fNbAzwPeAtwP6Fkq9c\n",
       "9nzt3LQ3OnbYuHru+P4r0fHv+4eptG0reEqzPh3+piW8sOZDTJ/2raj4F9Z8iDWte6JiAaZNaWDP\n",
       "uj7bQlENkxvp+NOuqNjafZtoXxtfdt0+jTzz7Lbo+EMOHsmrX1kRHb/fZ49ma+TrPmpkLW3b42IB\n",
       "Ro+oZdX590bHH3DdibRtj/t8Gz2ihhdfiX/d/npqI1t2xH+2jhleQ9v9q6LjR885gK1bI1+3UbU8\n",
       "umJTdNkzjx5H62vxpy2cMr4u+v3aMLmR7Vviyx4xpo71N/82On7SR2Zkft2kOnR0VFx/ytuBf0tu\n",
       "31301R0AACAASURBVAf8S4/lqwmXUeyqeAOww8xqgBuAS4E+r/bTJZfJl4iIiORfR0f8D9OszOwj\n",
       "wPk9Hm4FtiS324Cx3Re6+15gY5JsXQ086e7PmVkLcI+7P5Wcy7Rgj5uSLxEREak67n4zcHP3x8zs\n",
       "TmB0cnc08D+6v81sGOFyi5uBTyYPfxB4KUno9gXuB2b1VXbJki8zmwEsJFw+aBcwz93XJstqgXuA\n",
       "H7r7DaWqk4iIiJRPR+WNO/8FcBLwBHAisLz7wqTH627gQXf/ctfj7n5Qt3X+CJxQqJBS9nxdB5yX\n",
       "dMl9HLiEcK1IgC8C49BgehERESmfrwPfNrNHCB1FH4A/z3B8DqgDjgMazOzEJOZSd3+s2zaK5jIF\n",
       "k6+k+22Buy83syMJxzfXEhKlqcAid19sZssIx0knEAai9XYQd667tya3G4AdSRnvI/SG3UeJZ1mI\n",
       "iIhI+VTagHt33wG8v5fHr+12d3iRbUwvVk6xk6zeCJyV3D4beBD4vrvPAeYAFyTLOoFb3f34PhIv\n",
       "uhIvM5sJzAeuNbNDgH8EPo8SLxEREakCxQ47PgBcbWbjgWMIxz+vMrPTCbMBusd7scKSc2ZcBpzk\n",
       "7hvM7GLgr4CfAQcAu83sj+7+QL/3RERERHKl0nq+SqVg8uXuHWZ2O7AYuIswRmtFcqhxNnByt9UL\n",
       "zhc1szOAjwOz3P21ZPuXdFv+BeBVJV4iIiIylKUZcH8LYZDZRcB04HozOw1YCbSZWWOxDZhZHbAA\n",
       "eBFYmpwD42F3b4mst4iIiORcOc/zVU5Fky93XwM0JXdXA4f2strsIttoByYWWeeKYnURERERybsB\n",
       "PdWEmU0DlvSySL1cIiIi8jrtlXeer5IY0OQr6SUr2AsmIiIiUs10eSEREREpC812FBERESmhah1w\n",
       "X9OZv+OtuauwiIhITpT0hOf/cPLyQf1O//49x1XkCdxz2fP1/+5uLb5SH/7PKVNo2x6faY8eUYs/\n",
       "vyMq9pcPrWPeR/dnyU2ro+LnfXR/Wl9rj4oFmDK+js998qno+H/92mFsuef5qNgxJx/Ik4ddH132\n",
       "EU/9E19uKXoe3z5d3GLsWb8nOr5hUkP0cz9lfB2/e3prdNmHHzqKzTvjP5/GDqvJ9Lq1bcvwfhlZ\n",
       "S8fq7dHxtfuPoPPVXdHxNfs1sWtj3OveNKGB3ZGxAI0TGvj9Kd+Njn/z3R+kvTVu3+umNGWu+87H\n",
       "4z9nhx01hY7IugPUTmmC2Nd9v6bi60jFqNbDjsUuLyQiIiIiA6hkPV9mNgNYSLiI9i5gnruvNbMF\n",
       "wNuBNsIhxVPdfUup6iUiIiLl0ZG/oU8DopSHHa8DznP3p8zs48AlhMsVHQGc4O4bS1gXERERkbIo\n",
       "mHyZ2Z3AAndfbmZHAlcDa4FxwFRgUXKdx2VAKzABmOPuvQ0SmevuXYMIGoAdZlYDHATcaGZTgJvd\n",
       "/ZaB2DERERGpbNU627HYmK8bgbOS22cDDwLfd/c5wBzggmRZJ3Crux/fR+JFV+JlZjOB+cC1wEjC\n",
       "ocgPAu8BPmlmvV2+SERERGRIKJZ8PQAcZWbjgWOAbwKnmtl3gMt5fc9Z0aloZjYX+DpwkrtvALYD\n",
       "C919p7tvBX4GHN7/3RAREZG86ejoHNS/SlUw+Up6sW4HFgN3EcZorXD3M4E7esQX7Ds0szMIPV6z\n",
       "3H1V18PAz82s1swaCAneryP2Q0RERCQX0gy4vwV4DrgImA5cb2anASuBNjNrLLYBM6sDFgAvAkvN\n",
       "DGCZu19hZkuAFcAe4Fvu/vuoPREREZFcqeTeqcFUNPlKLpbddda61UBvY7IKXkzb3duBiX0suwa4\n",
       "plg9REREZGjRqSYGgJlNA5b0suhhd28ZyLJERERE8mhAk6+kl6xgL5iIiIgI6FQTIiIiIlICubyw\n",
       "toiIiORftQ64V8+XiIiISAnVdOZvpkHuKiwiIpITNaUs7IS33zuo3+kP/OLEku5PWvk87PjqrvjY\n",
       "/ZrYuWlvdPiwcfV0Rpa/Y0Q9I8bWsX1ze1T8iLF1rF30RFQswD7z38rWbfGDG0eNrOXecWdHxZ64\n",
       "6Ra27Ih/j40ZXsNNi1ZFx390/gHsWb8nOr5hUgO/fHxzVOzfHjWWvX/YEl12ffMY2tfujo6v26eR\n",
       "na/Ftflh4+t5dMWm6LJnHj2OLfc8Hx0/5uQD2fDtp6LjJ551GLs3xr3ujRMaomO74ndk+KwZPq4+\n",
       "us02TGqgvTVDm5nSmDm+40/xn9O1+zaxrS3uc3Lk6LrM7xeRwZbP5EtERERyr1pnO5Ys+TKzGYSL\n",
       "aLcDu4B57r7WzE4EPp+s9oS7f6pUdRIREREptVIOuL8OOM/dZwNLgUvMbBTwZeBkdz8aeNnMJpew\n",
       "TiIiIlIm7Z2dg/pXqQr2fJnZncACd19uZkcCVwNrgXHAVGCRuy82s2VAKzABmJNckLunue7emtxu\n",
       "AHYAM4GngWvMbDpwk7uvG4D9EhERkQqnU0307kbgrOT22cCDwPfdfQ4wB7ggWdYJ3Orux/eReNGV\n",
       "eJnZTGA+cC0wmXBG/IuBE4Hzzeyg+N0RERERqWzFkq8HgKPMbDxwDPBN4FQz+w5wOa/vOfNihZnZ\n",
       "XODrwEnuvgFYTxjntdbdtwHLgRn93w0RERHJm46OzkH9q1QFk6+kF+t2YDFwF3AhsMLdzwTu6BFf\n",
       "cMqCmZ1B6PGa5e6rkod/AxxiZhPNrB54G7AyYj9EREREciHNbMdbgOeAi4DpwPVmdhohSWozs6In\n",
       "RTGzOmAB8CKw1MwAlrn7FWZ2KXB/supt7v5s/3dDRERE8kanmuiDu68BmpK7q4FDe1ltdpFttAMT\n",
       "+1h2G3BbsXqIiIiIDAUDep4vM5sGLOll0cPu3jKQZYmIiEi+dVTw6SAG04AmX0kvWcFeMBEREZFq\n",
       "pssLiYiISFlU8ozEwVTKM9yLiIiIVL2azvwdb81dhUVERHKippSFvfXQOwb1O/2Jp99X0v1JK5eH\n",
       "HTfvio8d2wR71+2Ojq+f3MiWe56Pim2cPIphR01h5+OtxVfuxbCjpvBSy7KoWIA3tMxi69b4ab2j\n",
       "RtXS0Rr35NdOaWLrtgxlj6xle1t7dPyI0XV0/Cm+4dTu28Tz5/woKvbAG95Le2t8m6ub0si2DPs+\n",
       "cnQdbdvjPt9Gj6jhuY/8MLrsN958Krs37omOb5zQwM5Ne6Pjh42rZ+drcfHDxtfTdv+q6LJHzzmA\n",
       "jtXbo+Nr9x8R/X4dNaqWV9bHP29TJ9VHv9chvN9jn3cIz/26LXH7PnlMLetueDK67MnnHMHmnfH5\n",
       "wNhhFfldX7Eq7bCjmQ0H/oNwBZ424Cx3X99jnfmEq/90Al9x99vNbGwSNxpoBC5w98f6KkeHHUVE\n",
       "RESCc4HfuftxhLM3/HP3hWY2CfgEcDTwLuCryaLPAD9x91nAh4BFhQpR8iUiIiJl0dHZOah/Ed4O\n",
       "3Jfcvg94d/eFSS/Y4cn5S/cDdiSLrgW+kdxu6PZ4r0p22NHMZgALgXZgFzCPUPHruq32NuAUd3+g\n",
       "VPUSERGR6mNmHwHO7/FwK7Alud0GjO0Z5+4dyaHHKwhX78HdNyfb3Bf4DvDpQmWXcszXdcB57v6U\n",
       "mX0cuMTdLyQ5L5iZ/T3wkhIvERGR6lDOywu5+83Azd0fM7M7CeO2SP5v6iN2kZl9A7jXzB5x92Vm\n",
       "dijwPeBCd3+kUNkFk6+kEgvcfbmZHQlcDawFxgFTgUXuvtjMlhGyxQnAnOSC3D3Ndfeukeav65Iz\n",
       "s5FAC3BsofqIiIiIDKJfACcBTwAnAsu7L7Rwceqr3P10YC/hSF67mR0M3A78vbs/XayQYj1fNxJG\n",
       "9C8HzgYeBFa6+11mNhVYBiwmjPi/1d3v7mtDXYmXmc0E5vP6ROsjwA/cfWOxCouIiMjQUGmzHYGv\n",
       "A982s0cIidUHAMzsM8Bz7v4jM/utma0g5D4/dvdHzOyHhFmOC0N+xiZ3P62vQoolXw8AV5vZeOAY\n",
       "QhZ4lZmdTjgm2j3ei+2Rmc0FLgNOcvcN3RZ9APi7YvEiIiIig8XddwDv7+Xxa7vdvhK4ssfyU/tT\n",
       "TsHZjsnhw9sJvVt3ARcCK9z9TOCOHvEFD9ya2RmEHq9Z7r6q2+NjgSZ3f7k/FRcREZF86+joHNS/\n",
       "SpVmwP0twHPARcB04HozOw1YCbSZWWOxDZhZHWFGwIvA0qRLbpm7XwE0A3+Mq76IiIhIvhRNvtx9\n",
       "DdCU3F0NHNrLarOLbKMdmNjHsieA04vVQ0RERIaW9vxd4nBADOipJsxsGuGMsD097O4tA1mWiIiI\n",
       "5Fs5TzVRTgOafCW9ZAV7wURERESqWS4vrC0iIiL5V8mD4geTru0oIiIiUkI1nfkb7Ja7CouIiORE\n",
       "TSkLmz7t24P6nf7CmrNKuj9p5fKw4951u6Nj6yc3sm1r/AC/kaNq2b78pajYbb9fy+RzjmDdDU9G\n",
       "xU8+54jMdd/W1h4fP7qO58/5UVTsgTe8l+1b4sseMaaONa17ouOnTWlg++YM5Y+tY/POuM+IscNq\n",
       "2PXkuuiym46YzJ718fveMKmB3Rvi4hsnNmR+v23eEf/ZOnZ4DdsztNkRo+ui618/uZGtGd5vo0bV\n",
       "8upXVkTH7/fZo+l8dVdUbM1+TbS3xr9udVMa2fPsa9HxDQePj/6cBBhx3BvYuC2u3UwYWcPOTXuj\n",
       "yx42rp6XWpZFx7+hZRZLhh0RFTtvZ9x3g+RPLpMvERERyT/NdhxkZjYDWAi0E66XNM/d15rZucCH\n",
       "CYcTv+TuPyxVnURERERKrZQD7q8DznP32cBS4BIzG0k4c/7RwAnJOiIiIlIFOjo7B/WvUhXs+TKz\n",
       "O4EF7r7czI4ErgbWAuOAqcAid19sZsuAVmACMCe5JmRPc929NbndAOzgL4PnRwGjCb1iIiIiIkNW\n",
       "scOONwJnAcuBs4EHgZXufpeZTQWWES663Qnc6u5397WhrsTLzGYSLrB9rLtvN7PvAc8CdcCXsu2O\n",
       "iIiI5EW1nuerWPL1AHC1mY0HjgFOBK4ys9OBLT3ivVhhZjYXuAw4yd03JInY0cABhOmt95vZo8n1\n",
       "HkVERGQIq9bkq+CYr+Tw4e2E3q27gAuBFe5+JnBHj/iCUxbM7AxCj9csd1+VPDwS2OHuu919F7AJ\n",
       "GBuxHyIiIiK5kGa24y3Ac4SB8dOB683sNGAl0GZmjcU2YGZ1wALgRWCpmQEsc/crzOx4M/slYbzX\n",
       "I+7+07hdERERkTzRqSb6kFwsuym5uxo4tJfVCl5M293bgYl9LLu4WB1EREREhooBPc+XmU0DlvSy\n",
       "6GF3bxnIskRERCTfKvl0EINpQJOvpJesYC+YiIiISDXT5YVERESkLDTbUUREREQGnXq+REREpCyq\n",
       "dbZjTWf+BrvlrsIiIiI5UVPKwiaM/dqgfqdv3PzJku5PWrns+dqzfk90bMOkBlpfi7+E5JTxdex8\n",
       "bW9UbO2azTQeNpHdT22Iim88bCI//cn6qFiAdx8/ifa1u6Pj6/ZpZNeT66Jim46YzM9//lp02ccc\n",
       "M56dm+Ked4Bh4+rpWL09Or52/xE8ddxNUbGHLf8oW7fG/7obNao2us0BDBtfz94/bImKrW8ew44M\n",
       "z/vwcfWZ29z2zfHv1xFj49+vw8bX8/w5P4ou+8Ab3hv9foHwnnllfVzdp06q58nftkWXfcSM0XT+\n",
       "aVd0fM2+TWzeGf+dOnZYDS++Etdu/npqI3vWxbe5hsmNdGTY99p9m6K/oxomNfBSy7Lost/QMis6\n",
       "tlyqdcxXLpMvERERyb/2/B19GxAlS77MbAawkHAm+13APHdfa2YXAGcAO4Hr3f17paqTiIiISKmV\n",
       "crbjdcB57j4bWApcYmaHAPOAtxHOD3a5mU0pYZ1ERESkTDo6Ogb1r1IV7PkyszuBBe6+3MyOBK4G\n",
       "1gLjgKnAIndfbGbLgFZgAjAnuSB3T3PdvTW53QDsAN5MuMbj7qS8ZwiJ2N2Z90xERESkAhU77Hgj\n",
       "cBawHDgbeBBY6e53mdlUYBmwmDAD8VZ37zNp6kq8zGwmMB84FpgMXGpmowjXj5yJEi8REZGqoAH3\n",
       "vXsAuNrMxgPHACcCV5nZ6cCWHvFerDAzmwtcBpzk7huADWb278B9hIt2/xKIn84nIiIiUuEKjvlK\n",
       "Dh/eTujdugu4EFjh7mcCd/SIL3hw1czOIPR4zXL3Vcljk4Ax7n4McC5wMPBY1J6IiIhIrnR0dA7q\n",
       "X6VKM9vxFuA54CJgOnC9mZ0GrATazKyx2AbMrA5YALwILDUzCGO9rrDgcULydrG7x5+cRkRERKTC\n",
       "FU2+3H0NYTwWhEODh/ay2uwi22gHJvax7NxidRAREZGhp0Pn+crOzKYBS3pZ9LC7twxkWSIiIiJ5\n",
       "NKDJV9JLVrAXTERERASq98LauryQiIiIlEUlD4ofTKU8w72IiIhI1VPPl4iIiJRFZ+dna8pdh3Ko\n",
       "6azSmQYiIiIi5aDDjiIiIiIlpORLREREpISUfImIiIiUkJIvERERkRJS8iUiIiJSQkq+REREREpI\n",
       "5/kSERnCzKyxr2XuvruUdRGRINfJl5nVAKcA7wbGApuA5cAd7l70BGZmdg7QCfQ8yVunu3+jSOw+\n",
       "wCXADuBad9+QPN6S5iLiZlYHvDep81PANUA7cJm7txaL72V717j7BSnXfb+7/8DMRgFfAP4G+BXw\n",
       "RXffmiL+AOAQ4GeE5+BI4BngS+6+OUX8rcBnYvYzia8BTgZ2Aw8DXwXGEZ671UViG4FPAu8ARgLr\n",
       "gfuBJWnaTLdtHEZoc68Bz6T9EjOzOfTd5h5IEX8osMPdn+v22Nvc/bE05ffY1iyg3d0f6W9sEn9C\n",
       "mjon645x9y3J7UOBw4Ffu/vv+1HeZHdfZ2YHATOAle7+7EDXNeX23gqMdfefplx/CvA2YAShzT3m\n",
       "7m39KC+6zRHem/skcd11AtNTlJ3LNpesn6nd5bnNSWXLdfIFLCJ8id0LbAVGAycCc4CPpoh/EyEB\n",
       "+k5E2UuApUAD8IiZneTuqwhf6mnclPzfF5gI3EDYh5uSOhVkZo8mN7u+xA82s6MJX+Izi4SfC/wA\n",
       "uA54AfgU8C7gG8AHUtR9CfB5YAGwGricsN+3EpKiYmYC95nZQuBbaZOebm4Cmgiv9xWE1+9V4EbC\n",
       "a1/IYuBlwr6+F2gF3gIcAXy6WMFmdjJwFfAc0JbU4c1mdpm735Wi7h8jJKsP9bKs4Ae1mX0eOAFo\n",
       "MLMngU8mz91VpLigvZn9PSFR3Ul4zt4B7DKzd7j7F1PE9/yxcoGZfRWg2I8V4IfAO83sbELy+zPg\n",
       "XDP7lrvfmKLshcDLZvYqcD7hR9aFZnanu19dLB6428zuAD7t7htTrN+z/FMJ75d2YCFwGrDJzI53\n",
       "90uKxP4j4T3yDKHt/xK4zswudvd7UpSdtc29ndC23tXffc95m4MM7S7PbU4qX96Tr0Pc/bgej93d\n",
       "LTEpyN0/Y2ZvAu5198f7WXZT15vfzH6TlDurH/EHufsxyS/aZ9z95mRb56SM/3fgw4QPha3A94B/\n",
       "4H/2qBSrQ1eS+qyZnZ4yrtPdl5nZ5e7+seSx35rZ+1PG/5HwQXIl4cPsu4QE+oWuX6lFNLv7sUkP\n",
       "2LPu/jUAMyuaPBH2+cPJ7XvN7Kfu/m4zW5Gy7v8MHNO9nmY2FngQSPNFOJfwIf5v7v5fKcvscpK7\n",
       "vy0p8yvA1wiJdFqfBQ4G9gNWJP/3Ar8Ain4RAqcSehjvI7SzxmQbaXS1y48As919q5k1EJLQoskX\n",
       "8FZ3/5SZLQeOdfdtZlYPPAak+SJ8DPhPwg+lHwA3ufvLKesOcBmh52M0oZd4f3fflfKz5p+AtyTr\n",
       "TwSuJyRh9wNFky8ytrmk5+ZzhB8Y/e01yXObg2ztLs9tTipc3gfc15rZ65IvM3sH4XBUWvOAtRFl\n",
       "15nZYQDu/ijwJeBuwmGBVMzsmOTQwbuT+28kfLgU5e63AhcBXwaGATvd/cWk962Yg8zsAmCvmf1N\n",
       "UvZbCb14aWwys/cBPzazs8xsvJmdAWxLGY+7b3L3TwHvBDYD/wKk/VCpMbP3EHrpJpvZm83sDYTn\n",
       "oZh6M+v6MjkO2GNmEwg9aWnUEw41d7cT6EgT7O7thDaX6nXuKUk4Ibz2Y83sYkLPQBo1hMNH/w18\n",
       "wd33JL0YaRP2kwlfWvWEHsdV7n6Fu1+RInZ08jy3Er58IfyiT9vmSOJfIBwuhn681wDc/XbgKMLh\n",
       "tzvN7DdmtjRleA3hR04bod5dz3ldithh3dbfRfgS3Uz6z99MbQ7A3e+PPVyV4zYHGdtdjtucVLi8\n",
       "93x9CLgmGUNUQ/gw+g3h0E4q7r4OWNfbMis8futTwEIzm+vure5+W/KLakHKoj8O/F8ze7TbOKVr\n",
       "CB9waev+GzM7E7gZmJw2jnC47S2AA4eb2QuEbu1PpIz/GCHpmwkcAPwr8HPSHeoF+FPXDXdfS/g1\n",
       "/bWUsSTltBC+kE4A7iSMpUlT/ieAm5Jk7QXgbEI7+nzKsr8B/NrMfkFIGkcDxxKev1Tc/fm06/Zw\n",
       "G/C4mc1x941m9mFCwn90yvhvE3ooD3f3RQDJF8G9aYLdvQO4LEm87wCG96Puv0jqehDh0NFCQptZ\n",
       "kjL+SsL4vqeB35nZE4Rxh5f2ow64+zbCa7Uw6T1qThn6TeAPye1bCIfNdyR1KuY/CK/bMuA44N/N\n",
       "7Hzg1ynLztTmLNv41K429x5335Chzc0oQ5uDbO0uz21OKtyQvrB2yg+XQvEPuXvRcQ09YurcvX0A\n",
       "yk4db2Hw/lu6HzrNUn4p615p8WlizWxfwq/Z0cAW4Al3/1OhmG6x0ZM8kvjpwGp335vcrwFOTTn2\n",
       "BzOb5O7ru903d/c0sT22cwhwZn/HnphZLSFR3g5Y2oHPSexoQsI/iTBo/TdJ8p4mdoa7/7Y/de1l\n",
       "G6MIr9M2M5sJjHT3n6SMPQR4M/C0u/9Xz9chRfwUQpsbQ2hzj3vKCStmdh9/GZ86n3AocVXazzcz\n",
       "+1/Amh5t7hR3/2HK8id2JXzJ/ZK2uSS2htB71a92l7zmMwk/bvvb5g5399/1t649tjGS0Oa297fN\n",
       "SWXLe89XMWkHvw+Y5LDSQJSdOj4ps+eYtSzll6zuFRhfNDZJtP4zcvtZJnng7i/0uN9JurFmXeuv\n",
       "73G/31+CSdwzhN6U/sZ1EA6lAKROvJLYNsI4qX7Lmngl29ja7Xa/xt0kz9cz3e73J/HaB7iY/9lz\n",
       "9YWUh9+ix6cmZZ8H7DCza919g7t3mtkMwmD2NPGXJD02XfGetu699NpdkjyedlZ5z/itwO/TlF+g\n",
       "xzDt8/6qhckBUfHdy0+e+0f7Wb5UsKGefIkMqKw9V55hkscA9JqVLT7Pdc8an7Vs+p5ZPYswDqqY\n",
       "OjM7zN2fcvdHzaxrfOqoDGWn/YGTte7lLH+w6l6qeKlgSr5E+idTz1ViHn8ZwFvKsssZn+e6Z43P\n",
       "WnbWmdVZxqdmLTvP8Xmuu1S6zs7OIfvX3Nz8UMr1arPED3RsuePzXPdS7Htzc/O9zc3NR2WpY4Ft\n",
       "twxm2eWMz3Pdy7nvzc3Ny5ubmw/rdn9u8tiTsfuSbKcu+d9nm8tadp7j81x3/VX+X95PNQH8eRBv\n",
       "Fn2NI5k32GWXMz7Pdc8an7Hs2NOTpFHscErWsssZn+e6Z43PEtvVczUFwN1vI8yA/OvI7ZFsJ834\n",
       "1Kxl5zk+z3WXSlfu7G8g/pqbm3/Sx+PTUsbf1tzcfEpzc/ObmhMlLLts8Xmue7n3vcB2WzLGP1TG\n",
       "sssWn+e6l2vf0/RcpdzOQ6UuO8/xea67/irnb6iM+dpoZqcQzlvVAeDuf3D3NSnjpxDOFN9d2lNM\n",
       "ZC27nPF5rnvW+Kxl96XkM2wHsOyKnmU6hOOjYgdwZnXJy85zfJ7rLpVjqCRfWZIn3H1W9/sWLvlT\n",
       "krLLHJ/numeNz1q2iIhIlCGRfGVMnjCzTwAXEJ6PWsLlHA4tRdnljM9z3bPGZy07KzOrTc55JVIS\n",
       "anMilWNIJF9ZkqfEfMK5Uy4nXMLivaUqu5zxea571vgBaDNZ3Q8c38vjRSd5iERSmxOpEENitiN/\n",
       "SZ7uJVyrr7+XX3jF3V8Bxrj7Q8D/LmHZ5YzPc92zxmcqewBm2G40s1PM7E1m1mxmzQBpxpxV8SzT\n",
       "XMeXu+5UaZvLGp/nukvlGiovapbkCWCTmZ0GdCQ9IlNLWHY54/Nc96zxWcuOPj1JomvM2deBG5K/\n",
       "UpVdzvg81z1rfLnrXq1tLmt8nusuFWpIHHYkW/IEsA/hy/dS4ELgn0pYdjnj81z3rPFZy840WzLj\n",
       "mLNqnmWa5/iy1r2K21zW+DzXXSrUUEm+siRPABcRDj3dS7hI8QuFVx/QsssZn+e6Z43PWnam2ZIZ\n",
       "x5xV8yzTPMeXte5V3Oayxue57lKhhkrylSV5wt1/BfzKzMYDi4H/BppKUXaZ4/Nc96zxWdvMrO73\n",
       "I2ZLRk/yqOZZpnmOL3fdqdI2lzU+z3WXyjUkkq+MyRNmdhxwFnAUcDvw2VKVXc74PNc9a/wAtJms\n",
       "syVfcfdXzGyMuz9kZp8rVdl5nmWa5/hy150qbXNZ4/Ncd6lcQ2LAvZkdZ2Y3A8uBlcAb+7mJTxOS\n",
       "rsPd/cr+HEvPWnY54/Nc96zxA9Bmss7UzDLmrGpnmeY8vtx1r9Y2lzU+z3WXCjUkki8yJE8A7v53\n",
       "7n5f5AkIM5Vd5vg81z1rfNays86W7D7m7CD6N+asmmeZ5jm+3HWv1jaXNT7PdZcKNVQOO/5dXssu\n",
       "Z3ye6541fgDaTNbZklnGnFXzLNM8x5e77tXa5rLG57nuUqGGSs+XSKll6UXA3X/l7l2HE95MGHNW\n",
       "krLLHJ/numeNL2vdq7jNZY3Pc92lQin5EolzEbAfoRehjX7Olsw45ixT2WWOz3Pds8aXte5V3Oay\n",
       "xue57lKhajo7O8tdB5Hc6jZb8lR3789syTuBG4EHIscaRpddCfF5rnvW+HKVXe1tLmt8nusulWdI\n",
       "jPkSKbUspyeBbGPOspZdzvg81z1rfLnrXq1tLmt8nusulUvJl0icTxN6ET4W24tQxrLLGZ/nPEzq\n",
       "0AAAAEdJREFUumeNL3fdsyh33av5dSvn6y6DRIcdRUREREpIA+5FRERESkjJl4iIiEgJKfkSERER\n",
       "KSElXyIiIiIlpORLREREpIT+P+MNhs3WEivwAAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c0bdef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# correlation matrix\n",
    "sb.set(style=\"darkgrid\")\n",
    "\n",
    "rs = np.random.RandomState(33)\n",
    "d = rs.normal(size=(100, 30))\n",
    "\n",
    "f, ax = plt.subplots(figsize=(9, 9))\n",
    "cmap = sb.blend_palette([\"#00008B\", \"#6A5ACD\", \"#F0F8FF\",\n",
    "                          \"#FFE6F8\", \"#C71585\", \"#8B0000\"], as_cmap=True)\n",
    "sb.corrplot(d, annot=False, sig_stars=False,\n",
    "             diag_names=False, cmap=cmap, ax=ax)\n",
    "f.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1a7cd4e0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAx8AAALJCAYAAADVtJ4jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VOW9+PHPJJOFkCEkZIAgAQTJk7CGsFmlAalLW+u+\n",
       "QKDe1lJEbb33V9rbq/TXltvftdpL7b3a1gXELrcSwH2remtVQK2KrMrygKASJWAiAYaErDO/PyYz\n",
       "zL5kzmzJ9/168SJnzjnPPDPznOfMM+d7vo/J4XAghBBCCCGEEPGWkewKCCGEEEIIIfoGGXwIIYQQ\n",
       "QgghEkIGH0IIIYQQQoiEkMGHEEIIIYQQIiFk8CGEEEIIIYRICBl8CCGEEEIIIRLCnOgnVEplAA8D\n",
       "ZYAdWKy11h7rfwAsAhq6H1qitd6X6HoKIYQQQgghjJXwwQdwMdBfaz1LKXUhcCdwrcf6KuAGrfW2\n",
       "JNRNCCGEEEIIESfJCLs6DRQopUxAAdDus34qsEwptUkpdXvCayeEEEIIIYSIi2QMPt4EcoG9wEPA\n",
       "b33W1wJLgLnALKXUpYmtnhBCCCGEECIekhF29WPgTa31T5RSw4FXlVITtNauKyD3aq1PAiilXgCm\n",
       "AC8EK8zhcDhMJlPcKy36jLg2JmmvwkDSVkU6kfYq0oU0pDhLxuCjP3Cy++8mIKu7Hu1KqQJgp1Jq\n",
       "HNCC8+rH6lCFmUwmGhpsMVXIarXEVEay95c6GLO/q4x4MqK9+jLidUuZ6VlmPBnZVo16/alWjpFl\n",
       "9YU6xZP0rVKmkWWK+EpG2NUK4Fyl1Cbg78AdwBVKqcVa6xPA7cBrwEbgA631S0mooxBCCCGEEMJg\n",
       "Cb/yobU+DlwVYn0tzvs+hBBCCCGEEL2ITDIohBBCCCGESAgZfAghhBBCCCESQgYfQgghhBBCiISQ\n",
       "wYcQQgghhBAiIWTwIYQQQgghhEgIGXwIIYQQQgghEkIGH0IIIYQQQoiEkMGHEEIIIYQQIiFk8CGE\n",
       "EEIIIYRIiITPcK6UygAeBsoAO7BYa6091l8G/BToBB7RWj+c6DoKIYQQQgghjJeMKx8XA/211rOA\n",
       "XwB3ulYopbKA3wAXAbOBm5RSg5NQRyGEEEIIIYTBkjH4OA0UKKVMQAHQ7rGuAvhQa31Ca90BvAFU\n",
       "J6GOQgghhBBCCIMlPOwKeBPIBfYCg4DLPNYNAE54LNtwDlCEEEIIIYQQac7kcDgS+oRKqWU4w65+\n",
       "opQaDrwKTNBatyulJgJ3a60v7d72N8AbWusnQxSZ2BcgejtTnMuX9ppErQ2NAORai5NcE0NIWxVR\n",
       "SXL7l/bah6VZ3xvvttrnJePKR3/gZPffTUBWdz3acV4NGauUKgSacYZcrQhXYEODLaYKWa2WmMpI\n",
       "9v5SB2P2d5URb7HW0ZcRr7svlNm29R0OPbQSgBFLbiKnambMZUYqXmXGm1F1Nur1p1o5RpYV7zpF\n",
       "2v7jWad4S5fjtq+V2ZO2F6l07Vv7umTc87ECOFcptQn4O3AHcIVSanH3fR5LgZeBt4DVWuv6JNRR\n",
       "CNGLmGwnOPTQShxdXTi6uji0chUm24nwOwrRC0j7F8kibU8EkvArH1rr48BVIdY/DzyfuBoJIYQQ\n",
       "QgghEkEmGRRC9HoOSwEjltyEyWzGZDYz4qbFOCySy0L0DdL+RbJI2xOBJOOeDyGESLicqpmUrSgH\n",
       "kJOf6HOk/YtkcbW9fEsuNnKSXR2RAmTwIYToM+RLl+jLpP2LZHFYCsi1WrAZfHO4SE8y+BBChOS6\n",
       "OTDYF5dw613btNIGSf7VK5K6CtEbRNPWTY1HnNsWD5VjRMRFuHNAoHbn2S5F7yKDDyFEUOFSJEaS\n",
       "QjGeaRajkSr1ECLejr76Ogd+dz8Qvq23bniFujW1AJTOu55Pn3wKR0cHI5bcBJdcmJD6it6tJ+cR\n",
       "r3a5oIbc2dIWexO54VwIEVC4FImRpFBMlTSLqVIPIeLNZDvBgd/dH1FbNzUeoW5NrXvbuvWPUTB+\n",
       "nHs/18RwQvRUj84jR+q822XtWvdVENE7yJUPIYQQoi/q7Eh2DUQfJT/+9G1y5UMIEVC4FImRpFB0\n",
       "WAooXVDj3qa0Zn5SYskl3aPoKxyWAsZ8/9awbb1t6zt8+Kv/ZNhVV545Pq+/jhO797j3y7UWJ+EV\n",
       "iN4kUN/bemAf+360lH0/WkrrgX3+ffPQUv/zhtz30avIlQ8hRFDh0nOGW2+yneDTxx5n4ORJAHz6\n",
       "+BOMrZqelC/+kmpU9BVD5s4hc9Q5QPDj0hXqUv/XFxl2xWXkT6nCMbSUsdPPDbqfED3hmWr31KlW\n",
       "9v1wKY6uLgAOPfgQZb++h7IV9wBn2l3u7AspGz/B+ZgMPHqdhA8+lFLfAr7dvdgPmAwM0Vqf7F7/\n",
       "A2AR0NC9zRKt9b5E11MI4RTuS0jY9R0dNG3ZCoDJnNzfO+QLlegrIm3r9pYWDj/zHGWz5kS1nxDR\n",
       "cKXaPWX7NMDKwO1OBh29V8LDrrTWf9JaX6C1vgB4D7jNNfDoVgXc4NpGBh5CpC8JdxIi9chxKZJF\n",
       "2p6AJIZdKaWmAeO11t/3WTUVWKaUGgq8oLW+O/G1E0IYRWa3FSL1SBiiSBZpe8LkcDiS8sRKqSeB\n",
       "e7XWG3we/ynwe8AGPAU8oLV+IURRyXkBorcyxbl8aa/CKNJWRTqR9irSRbzbap+XlCsfSqmBQJnv\n",
       "wKPbvR73f7wATAFCDT5oaLDFVB+r1RJTGcneX+pgzP6uMuIt1jr6MuJ1x1JmpDMiJ7uevbHMeDOq\n",
       "zka9/lQrx8iyjK5T40FnbH0svywbXad4S5fjti+UGei8kIr1DFamiK9khV1VA3/3fVApVQDsVEqN\n",
       "A1qAucDqBNdNCBEhmTVciNQTzQznQhhNzgsinGTN81EGHHAtKKVqlFKLtdYngNuB14CNwAda65eS\n",
       "VEchRAgya7gQqSeaGc6FMJqcF0QkknLlQ2v9a5/lWp+/a/12EkKkjUhDsYQQCdB2GhNyPIr4kQGG\n",
       "iIbMcC6E6JFgKRPbtr7jnr22bes7ya6mEH2K7wznpTXz2b98uRyPIm48+/yAM5bLoFf4kBnOhRA9\n",
       "5psy0fOSO8ChlasoW1EuJx8hEsg9w3nbafYvX469tRWQ41EYz6/PDzJjuRCeZPAhhIiJnFyESD0O\n",
       "S4Ez1KqjI9lVEX1NkBnLhXCRsCshhGGChWKZbCdobWgMup/JdiLmmGEjyhAi3fi2e9exZjrlfGzE\n",
       "LTdLCIyISai+1WEpYMQtN1M4YxqFM6Yx4uYlCWtj4c4rInXJlQ8hhKF8Q7HCpV00Ii2jpHYUfZFv\n",
       "uycjg0MPPAiA9YI5NL7xJqXfuZGyX98jv0aLHomob7XbOb5lGwADpk1PnXqJlCVXPoQQhnNYCvzu\n",
       "AQmUdtGItIyS2lH0RYHa/cl33nEvN7y+gYLx4zi0cpUMPESPRNK3JqP/lT4//cngQwghhBBCJIyE\n",
       "yfZtMvgQQsSNw1JA6YIar7Sfnr/ABrtHJNrnkNSOoq/xbffWC+aQXVR0ZnnObE7s3iPHg+ixSPrW\n",
       "nvS/saZjlz4//ck9H0KIuDHZTvDpY48zcPIkAD59/AnGVk33OlH43iPSE0aUIUS6yamaSdl/jOTz\n",
       "Jx6n4fUNAAysqqS0poY2k5nCSy+X40HEJJK+NZr+16h07K7nzLfkYiMnqn1F8vV48KGUmgH8CCgG\n",
       "TN0PO7TWc8Ps9y3g292L/YDJwBCt9cnu9ZcBPwU6gUe01g/3tI5CiORzdHTQtGUrACZz4C7nVH/n\n",
       "Rdj+sTyPfMkSaaDZbgOgf4bFmAJz+nF86zb3l7njW7cz+qbFtMoXMhGhcG0ykr41Gf2vw1JArtWC\n",
       "rcGW8OcWsYnlysefgd8CuwFH92OO4Js7aa3/BPwJQCn1O+Bhj4FHFvAbYBrQAryplHpWa/15DPUU\n",
       "QiSJ6/L4oZWrAAJeHt/RtIPV22sBWFRZw+TCyQmvpxCJEI+2HugYy7UWyxcyEZFE97+RnBNE7xfL\n",
       "4KNFa/37nu6slJoGjNdaf9/j4QrgQ631ie5t3gCqgcdjqKcQIolCXR5vtttYvb2WLocdgNU71nJX\n",
       "9WjjfhUWIkXEs61L2KHoiWT1v9JeRdSDD6XUCJxhVtuUUkuBp3GGSAGgtT4UYVHLgOU+jw0APNMf\n",
       "2ICwLdNqjf1AibWMZO8vdTBm/0SIRx1TvszusnJ9Hja1+M++nG/JpTgv8udO+dcexzLjzcg6G1VW\n",
       "qpUTaVmRtPWY6uSzbyq+T/GWLsdtqpQZrk3GtZ4p2LeIxOnJlY+NnAmvmgvc5rP+7HAFKKUGAmVa\n",
       "6w0+q04Anq3IAjSFK68hxsvLVqslpjKSvb/UwZj9XWXEW6x19GXE6050mV2NdQBkFpeyeMoC9h50\n",
       "3hNSProKR3MWDc2RPXc6vnYjy4w3o+ps1OtPtXKiKyuLRZU1rN6xFoBFk+fjaM7iY9thAEYNGUbj\n",
       "wU8B/1+DXSlJPR8P9Fj0dQrN6Pcp3tLluE2dMoO3yXxLLo7mrLjVM1T7dTE1HnFuUzw0ojKNIoOZ\n",
       "+It68KG1HgWglCrSWh/zXKeUGhVhMdXA3wM8vhcYq5QqBJq7t1sRbR2FEKmrecPLHF6zHoBhC66n\n",
       "rLCY3Ic2ATBiSQVUJbN2QsTP5MLJ3FU9GnDe3OuKt8/KMPN/875C48N/AbxnbA40k7PM7iyMEqxN\n",
       "QvzuAYmk/bZueIW6Nc56lC6oIXf2hYbXQyRP1PN8KKVKlVIjgY1KqREe/8YAL0VYTBlwwKPMGqXU\n",
       "Yq11B7AUeBl4C1itta6Pto5CiNTU1VjH4TXr3TPTHq59jM7PPpWZakWf0T/DQv8Mi1e8/fT+Y2h8\n",
       "+C9+x0HAmZwbj8jszsJQgdpkl8PO6h1r3ZmwjBLRrOmNR6hbU+vepq52rfsqiOgdehJ29QtgDjAM\n",
       "8Ayb6gSej6QArfWvfZZrPf5+PtJyhBDJF0nqUJPtBK20uXNye63LyKBwqvNyx4nde+JRRSFSTpu9\n",
       "lcqh49l5NMo23+kfp48psjAWIQJx9eGB+udkMWVlMbDSedVFzgu9T0/Crm4EUEr9m9b6V8ZXSQiR\n",
       "LiK5RO91if17tzJswfUcrn0MgLMWziODDI5v3wE4L6/LlyfR23keN9WjzuW9z3ZwyXe/SePqRwHv\n",
       "9KOeaUmtc2bz4a/+k9IFNdTVOuP0R9y8hNZ9e73CWLhEQlREZHz78MVTFrDKtTx5vuGZrxyWAq/2\n",
       "W1oz33/W9OKhDL/6KurWOcNzS+ddH/K+D5F+Ykm1m6uU+pnHsgM4DezRWr8QW7WEEKkukjSNfrPZ\n",
       "3v8AZffcw+jx4wAw5wxg34+WutfX1a6lzGcGdCF6E9/jZuMn77B81lLKSkZTVO68AujZ/r1mMd+w\n",
       "EUdHB58+/gRl//EfkNMPwOsYOrRyFcVVlSCTDIowAvfhy7irellcbjgH5znh08ceZ+DkSQB8+vgT\n",
       "jPXp8022E9StW3/mvLD+McqmnyvnhV4klsHHGGAsUIvzat01wElgllJqttb6xwbUTwiRYK4QKaO+\n",
       "vPhdPndAW5bzAn+oDiiSTCdCpKpg4Yie4VYd9k6yMpxHQWPLMfeXK78Qqu5ZzOkOUczIzT0TfmVK\n",
       "pWAZke5MhJ8tOlDbNjrsL1DYle9zGH2uEokTy+CjHPiy1roNQCn1ALBRa32uUmonIIMPIdJMNFl0\n",
       "+mdY/NI0+n7RclgKKLnuKq/sVg17ttD0sDO8pPC7CwLOdiuZTkQ6CxaOGCjc6jJ1Ecs33QPA4ikL\n",
       "KDt42u8YdFgKGHHLzZzeu5fGN96keNb57Pv5cgDOuvpKBl90IZ+/4kwgKTOci0j1z7Awb8LlrNv1\n",
       "HAA1E65g/4mDIUNpA7XtaM4bDksBw6+71qt/9wu7CrBN60cfcuj39zuf45abwW6XjG9pLJbBx0Ag\n",
       "C2jrXs4B8rv/lp9iwmhvb6eu7hMAmpryOXbsVMDtSktHkp2dnciqiT7KL0Rq5SrKVpSH/CXLN02j\n",
       "r3bbUXd2K4DDtY8xcEqle7lpdS15//nvlK1wfvlyWAq8Mp1AdyjW+AlyBUSkhWDhiIBfuNVPZv0z\n",
       "d2661/3Y3oNbyX1oU8BjMHdMGYceeJCBlZNpeO119zafPfUMw664jIFVlQy++lo5TkTEmu02ntz9\n",
       "VyYNqQBg3xcH2HL4/aChtIHa9q+nDo3qvGGynfDv3wOFXfls43neOPnuOxzfsi2qc5VILbEMPn4H\n",
       "vKeUeg7IBL4O3KeU+j/ATiMq15vV1X3CWz/4Z0ry8vgoyDb1LS2c91/3MWbM2ITWTYhoxHxDosOB\n",
       "Y4CcNETfkxXTKdiD3c7xrdsZXHODMeWJPqPD3sm2+g8AmDpsYpJrI/qKqOf5cNFa3wdcDxwGPgau\n",
       "0VrfD7wA3GhI7Xq5krw8RuRbgv4ryctLdhVFH+KwFDBiyU2YzGZMZrNXxp1oNdttNNttZFuGMGjR\n",
       "QneZgxYtwFRV4V4eeOM88gqGe9ejeCilC2rc25TWzJdfc0Xa6J9hYfGUBUwdNpGpwyayuLKG/hkW\n",
       "TMC3J19PZkYmmRmZLJo8nyKzlUWVNe7HykdXBT0GXcfnid17sF4wx73NsCuv4MjfX4vpeBV9h6tv\n",
       "Bv+2OrOk0qs9+obSukJtPddnW4ZEdd6I5DwTaJsBM2e6lwfMmGnYuUokR49/dlFKZQEjgC9whllN\n",
       "U0pN1Vr/2ajKCSESK6dqJmUrysm35GLr4U18njHBi6csIENZOfnD6wFoH2xlfMFE8soUgN/AwyV3\n",
       "9oWUjZ8AyA3nIv3YHQ621+8CYOqQSbx/fCertq0hK8PMrdO+RWneWe4vda7QRXd2oSooW1EO+N+8\n",
       "m1M1k7Fjy8EEhRde5HywXz/OOb9avnyJsALdr+HbVv3ao49Aobau8wZEdsN5JNsH2qZsRZnPcmzn\n",
       "KpE8sVzzXYNz8LEH7+QIYQcfSqk7gMtw3jPyO631nzzW/QBYBDR0P7REa70vhnr2OZ73k4Qj95QI\n",
       "Xw5LAblWS49uWPWNCd58ZAfb63e5lzM/y+Su6mX0DzLo8KqHDDpEGgoUF185ZJxz1uiudu5/70/c\n",
       "Vb3Ma5/+GRaK8yw0NDuPuXC/HAOQL4MNEblA7XL5rGFB06V7tkdfgUJtox38RrJ9oCsivss9PVeJ\n",
       "5Ipl8DERqNBah8vK5kUpNQf4ktb6PKVUf/yzYlUBN2itt8VQtz7N836SUOSeEmGEcDOcD8jOZ4l1\n",
       "LgAPNb4WcBuZnVmI7uPAI9ep7/EQ6DiRY0cYrdluw9TSgfP34ciEa4emxiPYbF+AZVCP9he9SyyD\n",
       "jz1ACc57PqJxMfC+UuppYADwrz7rpwLLlFJDgRe01nfHUMc+y3U/iRDxFOgyvmf63fPOqmL+YSuf\n",
       "3bMagGXzriPPd96DKNI0CpHqAqWgbuk6zfajuwGYN/6ygAP1o6++zsGHVlE863waXnsd8D4eAh0n\n",
       "cuyISAVql657jjwfO3jyI1ZtW+NcDpBqN5Bw7TBc6nRpx31PLIOP/oBWSn0AtHY/5tBazw2znxUo\n",
       "Bb4BjAaexTlniEst8HvABjyllLq0N86Y3tHRQX1LS8ht6ltaGN7RkaAaCRGdYClFPWOC8z8/zr51\n",
       "j51JC7r+ccrGjccxtBToWXpfIVKd5zFgAn666VfudKZP7nmRykET/SZoO/C7+/3S6LqOB8D/OPmP\n",
       "kXLsiKgEul/Dt63evuHOoKl2AwnXh4dLnS7ngL4plsHHL7v/d3BmXo9IQrAagT1a605gn1KqVSlV\n",
       "rLVu7F5/r9b6JIBS6gVgCs4MWkFZrbH/wh9rGdHuf/Rof9ZMMpNXFPyyZssxMxcX9o+4bNd2TU35\n",
       "QdP3+ioqynfvl47vo9H7J0I86pjIMlsbnIeqyZJLnjmX64qcv1I91vQu+ZZcivMs3ZfsIetYpt/+\n",
       "WeZMclzTA1ly/WayzbfkkhvF60n39zOVGVlno8pKtXJ8y2psOQbAqLxhAHzcVOeVzjQzI9N9nLi0\n",
       "uqfL8pfV1kxO8SBMWVkUzpjOgHEVdJ48SU4//3v1PI+dVHyf4i1djttklunqmz3bnxXn366268m3\n",
       "rfpqpS1gH+6aAq4jx/87Tk5OFlkRnANc55pca3HI15RObVQ4mRyOqG7Z8KKUmgVMAP4IzNBab4xg\n",
       "n0uBf9FaX6yUGgZsAJTW2q6UKsA5R8g4oAVYD6zWWr8UokhHQ4w3G1mtFmIpoyf7Hziwn3//xwos\n",
       "wwYG3cZ2+Dg//9K/RnRPhmcdDhzYz0c/uT1s2NWhUzbOvvNuxowZG/N74FuHdNy/u4x4T5AZc3v1\n",
       "ZcTrjrRMr8vj37uVzqZGr9nL+8++xCsU65ap3+Ts9z6jbv1jAJTOuw5TYRGHHnjQWcaSm+hqPsln\n",
       "f1nrVUas9YxFGpWZNm3VqNefauX4luUbhphhMvHHHev50oipbPzkXefjk+cHDGWxv7+Fgysfpvj8\n",
       "82h4fYOz7DmzaXzjTYbXzAd7F3V/cYbDWC+YQ+5ZZ2EqKODQ/Q8AzpnNXeEqKfo+pU17dUmjviCi\n",
       "MgOFyfp6s+Et94zn88ZfxvnW88KW6xtWZSos9JqN3HHyBHVr1navn49pQMGZc4Br/aPeYVmRhmKl\n",
       "ad/a58WSavf/AFcAZwFPACuVUqu11itC7ae1fkEpVa2UehfnPCO3AvOUUvla61VKqduB13AOm18J\n",
       "M/AQQiSI7+Xxzs8+5fDTz3rNXj56/DhWv38mFOuBrY9y95xllI0bR5Y5k47c/uz74VKvS+yeM9ce\n",
       "rn2MkVWVZFuGJOEVCtFzwbJctXa188Ynm6kcOo4rz/kqRWZrwP2HzJ1D5qhznGl058zh82eeoWHD\n",
       "RhwdHdh2feA1o3PD6xvcM5qXrbgHkBt1RWjBwmQ9Q6p8ZzwPFCLoK9xs5IcefIiyX99D2bgJ5ORk\n",
       "0WYye50DfGcrd4VlSShW7xZL2NW3gZnA21rrBqXUdOBdIOTgA0Br/W8h1tXivO9DCNELOADH0FIK\n",
       "rBYaD36a7OoIkXAd9k62H9nNvLIrQ27njpNvPc3xrWe+kEWyjxBG8A0RNITDmTrdYrXQJucAQWyD\n",
       "jy6tdZtSyrV8GuiMvUpCiHgJlxYXoN12lMb2Y5Bd5PW4w1LAiFtu5uS77wBgLh1B6TcXYtvjzOJj\n",
       "qRhHZnEpi6csYO/BrQCUj67yei7XzLWHVq4CnKEiLfbTmLZtB2DQdxa4r3q0244CuJclFaNIZZ7Z\n",
       "hLIyzCyuWkgGsKthHx32Tvds0b7HYPupz8lsbaOVwZhOtbq/qJUuqKGu1hmqYqkYx4Bp093HTck3\n",
       "LsVcWBhwLhyT7UT3PSQy8Zo4wzWb+eYjOwCYPnSy33mgf4aFJVULOdlQD8AAa0nANuspUJ+O2ey+\n",
       "E3jAjJlefbbv9gNmzPRq2yNuWoyjeKhfmQ5Lgd85QNp6+opl8LFBKXUPkK+UuhK4CXjVmGoJIYwW\n",
       "SbzvsXdf5YvVjwIwaNFCimb4JK+z2zm+xTkFz4AZMzH1739medp0AMoOnib3oU0AjFhS4Zy5x4Pv\n",
       "zLU5QH/lvMzvGmh41qN48Q3kZfSTVIwi5U0unMzd1aPZe3w/92/+IwDfnnw95QPHkpdh8ToGl1Qt\n",
       "ZNj+LzB9WOdOrWu9YA6Nb7xJ6XduJHf2hZSNnwCcmXDz7CXQ9O5mjrz0MsPnXef3/JKyVITiO5t5\n",
       "ICW6gezV6wDnOWCXep+Htjr74mDnDUdzMwOnVDr/Pn0aU79+fucFT4FnL/de9t3Gt22TkeF176C0\n",
       "9fSSEcO+/wrsB3YA/wT8FfihEZVKBe3t7Rw4sD/sv/b29mRXVYiwPON9uxx2Vu9Y6/41y6XddpQv\n",
       "Vj+Ko6sLR1cXXzyyxn31Abzv+XB0dXHy3Xe8lg+tXIWp8Yj/Y92/VnlyWAq8fg3LtgzxuuLhWY/O\n",
       "rR9EVKYQqcAB/HHHevex9sedj+HA/xg82VBP55YP3Kl1HV1dNLy+gYLx49xt3FE89ExK0sYjfPTg\n",
       "Spo2v4e9tZW6R2sxNR5xP6/v8SnHifDU03PAyc/rQ+5jajxC3V8epWnzezRtfg/brsj6a99zgO+y\n",
       "52OB2vbJd96Rtp7Gor7yoZQa4bH4Yvc/l2HAoVgrlQoimSXcNUP4WWcFnrFTiGTzPVGkK99UjEKk\n",
       "qjZ7K5VDx7Pz6B467J3ux3Izct3bZGWYKcmwkDeilONbt4Ut02Q7AZ0dmLKyIroPRIhAsjLMTBpc\n",
       "BsCehv2GlevZP5uMuk+EM6G2SO6pXqcnVz424kyPuwF43effBmOqlRpcs4QH+xdqYCJEsu1o2sEd\n",
       "G+7kjg13cvDkRyyqrCEzI5PMjEx3/LmnbMsQBi1aiMlsxmQ2e91/AWdidV3rB5z7JWdaxe7l0pr5\n",
       "OIqH+pUR7T0avvXImjaJ4dddy/HtOzi+fQfDr71G7vsQKWlH0w6Wb7qH7Ud2MWvkDHLNOVSPnMGd\n",
       "b97L/hMHWTxlAbnmHBbbJ9Hxq4epf+FFhl11pbutW+fM5sTuPe4Yd3CGUu370VL2/Xw5w6++iox+\n",
       "/byONxff49OzDCH6Z1i4etzX2XlkNzuP7Obqiq8FPAcM/M58dxsaeOM8Bg4ZFvK84SgeyvCrr3L3\n",
       "z/nnnGNIO3S3+x8tpXXfXkbccrNXmQNmzpS2nsaivvKhtR4Vbhul1E1a65U9qlGKkBnIRTrzTau4\n",
       "anstd1cv467qZUDwG86LZswlv2I8OTlZOHxuOAfvOFyA/Sv/jYGTnbHDnz7+BCOqJnLn6VeZ/t3z\n",
       "Adjc8hq/sE8PeYN7qHoA5JDLvh8t9U7FWDVdTjYipfgecxs/eYdvjP0Kf93/Kh32zu7Upsu4a8r3\n",
       "+eRHy9whI/Uv/JVzlv+EAUOHcepUK4WXXu51Q61nytG69Y9RtvznYM4KeLO56/jMt+Rik5twhYdm\n",
       "u411Hzzrbp/rdj1HZfVEv1S797S/yWU/dN5PtProW/w0f2nI84bJdoK6devPtNG165ypdWNIAR14\n",
       "1nP/MstWlElbT1Ox3HAeyi1AWg8+gIhmIPe/lUqI1OQgdJYrl2zLEIo9Jm7yzTDi+cXI0dFB0xZn\n",
       "ZiuT2dmddNg72XTSGRqVmZGJieAZtMLVAwCJ5RUpqtlu654xOvB54tOT9XTYO53hLkMraLO3kmE/\n",
       "kxTSlJWRl1XhAAAgAElEQVRFwcTxZJj7kWstxkYEYZLmLMjpF3S1w1JArtWCzeCJ10R6iiT0tuWE\n",
       "M/2tyVJAS2cra+r+DpxJtRvuvOEXFuuIT1bCQPeESFtPT7HccN6rZWVlYS0vYWjliKD/rOUlZGUF\n",
       "H5wIkSyutJ+hLpdHwvPSd9vWd7zWOSwFfpfosy1DmDfhcvfzLphwBa3vbeaTHy1j323/yrF3o0+I\n",
       "J+EkIhW5whpve/6n7GjaEfCYm14ymVxzDrNGzmB7/S6Wb7qHl5reo2PexWT064d1djXHt2xj309+\n",
       "wtFXX/d7Dt+2X1ozn/3Llwc8HoXw5Rt6O9+jb543/jL6Z1hoeOdvfPbjn/PZj39O8+a3WVK1MKrz\n",
       "hsNSYHhYrPT5vV+8rnwIIZJscuFk7qoeDUR2xcNX4EvfZ2aZPdbZwN2tGzxCrDby484JXjPkmk7Y\n",
       "+GL1WncZXzyyhvyK8VHPYB4oNaMQyRJstuhAx9xPzith+aZ73Nu+9vHbHB82gcpbrsBx72PuY+PA\n",
       "7x+gbMU9fu3b3fbbTrN/+XLsra2AzPosQgsUejt16ESv2csnZQ/n+CNn+ufjf1jH2b9azl3Vy8i3\n",
       "5OJoDv/jaqAZzo0Ii5U+v3dLyuBDKXUHcBnOa9W/01r/yWPdZcBPcU5Y+IjW+uFk1FGI3qAng45o\n",
       "+IZYuR5zzZA7foR/XHpPyQlIpAPfYy7HI8uVS5ejiw9bj1AZYZkOSwEmwCH3GIoYdDm6Ipq9vH+G\n",
       "heI8Cw3NyQ1nkj6/90p42JVSag7wJa31ecAcYLTHuizgN8BFwGzgJqXU4ETXUYjeot121GuujmgE\n",
       "u/TdbLfRbLdRZLZ6hVjNG38ZQ8wlLJ6ygKnDJjJ12EQGDh5G8eIbKJwxjcIZ0yj+7jejvurh4npe\n",
       "IZItmrDGdnsb/zT5Wve21SNn8uEXHzF9WCWj/+U2d/aqs2/6Ls39M4K2cQlFEYE02200thzzezxY\n",
       "GKDnsqVghF/obF7BcOc9ep994i7rWGcDxzobAj6/w1LAiFtudvfxI25eIu1ShBWvKx9NIdZdDLyv\n",
       "lHoaGIBzskKXCuBDrfUJAKXUG0A18Hic6ilErxV2tvII+F769p0l/XzreVTMGgtAkdkKeM+iO33o\n",
       "ZOfs5N2z3Y4IMNttJCKZnV2IRMowmagcMs79dyBvNrzFug+eJSvDzKIp8znHMpoOeztfO1bM4Z//\n",
       "loPAiBsWYtur+fiRP9J29WweydzFP026LmAbl1AU4SlcvxgoDPCu6rO9lq0zL6J/uTMUK69guPd5\n",
       "47sL0WfnUfv+0wDMm3A551vP86+I3R5yRnMhfEV95UMp9fMQ/34GoLUO9S3HCkwFrgVuBh71WDcA\n",
       "8ExtYwOkhxUiSuFmK4+Ga5bZYDPkFpmt7oGH7zZ7D26NedblSGbmFSKRmu02Vm1bw5b699lS/z6r\n",
       "ttf6tcljnQ3u1KatXe2s3raWNnsrhafNHF75hzPHxF/W4OjowN7aSvb6vzO9/5iQbTzQTNCi74m0\n",
       "X+yfYfG6Kue7DM5Bh+uKh9d5Y/UaPv1kr/s51u16zu8KSKDZx2W2cRFOT658mHBm7XT9TfdypHNQ\n",
       "NgJ7tNadwD6lVKtSqlhr3Yhz4OF5VFgIfRUFAKs19rh23zKamvIj2q+oKL9HdYim/EjLdm3X1JTP\n",
       "RxHWw7P8eLyP6bZ/IsSjjr5lNrb7X4bPycmiOIrn9i3TmVLUW74ll+I8S8htfNMw5ltyyfWtb3fY\n",
       "QHGefyrecM+biPczVcuMNyPrbFRZqVBOsDYJzseL84pobjrut01Obhb5Zv97QKD7OJkymbH9hrK5\n",
       "5aDfsRWtVHifEi1djlsjyoykP45WoPOGr5zcLKyFZ56jlbaI+niXVH0/RWL1ZJLB5YEeV0plAGdH\n",
       "UMQbwL8Av1FKDQP6A64WvxcYq5QqBJpxhlytCFdgQ4w5nq0ecxq4HDt2KqJ9XdtFW4doyo+kbM/X\n",
       "EGnZnuUHeg+iFWsZyd7fVUa8xVpHXwFfd3YRgxYt5ItH1gA4ZxrPLor4uQO/l1ksqqxh9Y61ACya\n",
       "PB9Hc5bPTYne24wbM5WS60o4vGY9AMMWXI+NHK+87OFDqoI/rxGfua90KjPejKqzUa8/dcrxb5M7\n",
       "P9vDqm3O483VjudNuJx1u54DcKY27RyIDbyOzWE113HkmRewzq6m4bXXGbBlGz9ZtDDAsZXI12ds\n",
       "Oa6y4i1djltjyoykP45SdhEDvzOf439YB0DhjfMZPjKfzA80cKYNe9c/h5LrrgrZx7uk9vvpXaaI\n",
       "rx7f86GUug24E+fgwXXVYw8wPtR+WusXlFLVSql3cYZ93QrMU0rla61XKaWWAi93r1utta7vaR1j\n",
       "0dHRQXOYBt3cYKNDso+IFOU5S3hPb/L2FUn6Xs9tsptb+HjNf7vTMB6ufYyRVZXu+gRLWepbdqxp\n",
       "g4UwmqtN5ltyaba1cvuGO/3acaB7oprtNu48/ao7RfXq1re5c9m/cvAny71SUg+qmCrhVSIkzzYY\n",
       "SVrccPxnOH+TnxUtRc0aA5xpw57abUc5vGZ90D5eiEBiueH8h0AlzgHIHTgzV5VHsqPW+t9CrHse\n",
       "eD6Gehnm+Htn02YJPiPzadsx+FoCKyRElOJxAojky79rm3ZaEvq8QiSSKyXpKdvhoNsE+sLmm6K6\n",
       "Kyc7bnUUvZvRaXF9Zzh3ELgNCxGLWFLtfq61PgjsACZqrf8IfNmQWqWArKwsBg2vYPCoqqD/Bg2v\n",
       "kBnORa/nm+K2o+FjOho+di+bbCeC3mCYbRnCoEUL3akcB31ngdeAyKiZ2I1ia+2kocm4AZPwZmvt\n",
       "xNbamexqxKzZbqOl+7hobDmGCbh1+rfJNeeEbceB2ny2ZQhjvn+rpNFNI6nSloOl2nUJlSbXV0/6\n",
       "42B9vKnxCKbGI1G9lnBCnWtEeonlyscppdQFwPvAFUqp9wDjZhQTQiSd5/0YS6oWMnLbYeprnbG9\n",
       "JQuuJ6ugiEMPPAjAiCU3kVM1068MV/hXTk4Wjmz/K4mpElK1dX8jDzz1PgC3XDWRqrHFSatLb9Rb\n",
       "3t8dTTv4887H+NKIqWz8+B0AqkfN5B+HtrBw4tWUDxxLXph2HKjNtx87xsApzmkHHSdPxvEViFil\n",
       "SlsOd7+cK9UzhEiT66MnoVy+Ib6tG16hbo2zXqULasidfWHErymYtq3vcOihlUDwc41IH7Fc+fhn\n",
       "4HLgRWAQzpvFf2dEpURitbe3s2/fPg4c2B/yX3t7e7KrKhLIN5Vj+2efUV+73p1Ssb72MU6+805E\n",
       "KRazLUMoPmtk0OcKlP4xkWytnTzw1Pt02R102R08+PT7KfGrZm/R0NTSK95f1zFRMbiMjR+/4z42\n",
       "Nn7yLhWDy/jjzsfcqSDD8WzzpiN11K1ZS9Pm92ja/B51a9dhOlIXvxcieixV+opwqXY9Uz0HS5Mb\n",
       "jDOUK3jIeSDZliHuKx51a2rd54W62rUxXwGRdL69T4+vfGitP1BK/RjnfR+/AK7TWtsNq5lImLq6\n",
       "T3jrB/9MSV5e0G3qW1o477/uY8yYsQmsmUgGk+2EM31iDGW4ToKuL1fNdlt3asjkhim6viRYcuM1\n",
       "v2pinqO38XzPUuX9823DwWRlmJk0tIKRBcMZNXA4p+ynvPaJqJyu9BuIiTNMBD7u492WszLMTBpc\n",
       "BsCehv1h12eQwdFOZw6fIeaSuNQpGNd5BXIS+rwiNcWS7eoi4E9APc4rKAOVUvO01u8aVTmROCV5\n",
       "eYzIlxt6+zrfS9s1E6+k9oNnAOgYUkRJzfXUr30MgJKa62jNy8K0bTsAA2+cF3AW9AyTyS8FaTKE\n",
       "CpWw5Jq55aqJPPi0c/3NV07s0ReGVAnHSDXWwryg76/rPcsyZzDvwjL+8tJeIDXDWVwx8X9+/3Gq\n",
       "R53LP+q28KXSqWz8+G221++ietRM/vPN33P1uK9zvvW8CNJIO4+5T//nLwy76koOP+081kqvvw7H\n",
       "0NIEvVoRDd++4tarJrGv7rjfcR/vvqB/hoWrx33dK6zKc4BbZLZyRcUlPL7rBQDmT7yCncd2u5ev\n",
       "HX8p1YONv03XUTyU0gU11NU6UwCXLphP66d1YcNzQ5ZpKWDEkps4tHKVswy5JyrtxTIc/2/g61rr\n",
       "7QBKqWnAg8A0IyomhEgsz0vbAIdWruLwktlMGlIBwLpdz/H/qn/MqPEKgOZCC3e9+V/ulKGbWzby\n",
       "484JfqlzK4eMC5tKN948QyUAHnz6fe657cteA4yqscXOx/JzoLMrLs/Rl7neXzjzS7DnezZlTDF/\n",
       "eWlv0t+/cOmfJxdO5hezRmMC5paez/JN97i33fjJu0waUsG6Xc9xzqyzw6aR9jzm6v/6IsOuuIz8\n",
       "SZNwnBXJlFkiWTzbMsDS+zZ5tdtf3nxe3PuCZrvNHVYFzv65snqi19Xmx3e94F5/qr2Z5/Ur7uXH\n",
       "d/8VVXROXK6A5M6+kLLxE7oX+rHvh0u9zitlK8qjHjzkVM2kbIUzoaoMPNJfLEdCq2vgAaC1fk8p\n",
       "FUukhhAixdjtXWyr3w040y4CtA8a1L2uNWn1ihdLrhlrYZ7hk1YJp3QdiLXZW/0GzA4gJyPwbOUu\n",
       "4cJiMMHAqilgt3N85/scfuY5ymbNMajWIp48B9CpxPO+j1jKiDVM1lHszD9ksp3wmwG9x2XKoKPX\n",
       "iOWG87eUUg8opSYrpSYope4CDiqlZiilZhhVQSFEYjgsBX4pE8vHVLnTLi6urGH/iYPcseFO7thw\n",
       "J/XNR7g9dzZTV73B1FVvcHtONUPMJcybcLl7n/kTLqeseLR7+dpxX0/KjeWuUAlzpglzpqnHYVXJ\n",
       "fo7exvM923WwkW9+tTzp759vutHqkTO488172dG0A3CGZLmOgY9tHzN/4hUe285kT8N+rh33dYaY\n",
       "S7h63NfZeWQ3O4/s5uqKr/m1/dZ9ezm+dRvHt+/AOruaETcvkS9YaSbQcV9syYl7XxAoLe7Bkx+5\n",
       "2+bBkx95rT+r/xCuGXepe/maiq8HvOrhat+3Pf9Td5uPhcNSwPDrruX49h0c376D4ddeI21cxHTl\n",
       "YyLOH3/+u3vZ1L38q+7lC2IoW3hob2+nru6TkNs0NeVz7NgpSkuDZxQSIhTfmZc3t7zG/xvwY+6q\n",
       "Xube5g6PWZx3H9hC9iOb3JfTj/9hHQXjJvHk7r+6Q7VaOk7z4r5X3cvP7P1fJhSVJ2XSqkBhP+n4\n",
       "HL2N73tWVWZ1/50skwsns3zWMJ7e/xJvfLKZDnsnq3esZfmsYV6hVO/Ub2fXUc2lY+fS0PwFBTkW\n",
       "Lh5TzV/3vcqEovKQYTG+YY4Nr2+g7NLLI86WJVJHoOM+EX2BZ1rcZlsrt3v0z6u213J39TJ3/91s\n",
       "b+Z/dj7BpWPnAvDi/lcpH+QddhUu5LAnTLYT7uxXAHW1aymrmi4DkD4ulmxXc3q6r1JqK+DKk3ZQ\n",
       "a73IY90PgEWAKyfcEq31vp4+V28QSTaqjziTkUqInvKdedmBd8aqSMvYVv8BACMKhnktu0K3kiUR\n",
       "X2hl0BE9z/csVd6/nIxcth/Z5f4iFkyHvZO6k/XsPLLbvW2y27lIvEDtNhFt2TXD+SnbYb91nv33\n",
       "KfspWjpbeVb/DZA2KpKrx2FXSqlRSqm/KaU+VEoNU0q9ppQKe5ecUioXQGt9Qfe/RT6bVAE3eKzv\n",
       "0wMPF1c2qlD/Qg1OhAD/2crhzAy4/TMsLJ6ygKnDJjJ12EQWV9bQP8Pi3sf3Mn/56CpGLLnJa1bm\n",
       "bMsQv0v9nmFY88ZfZthVj2TNRp4qMxunM9d7eCqF30tXe8815zB12ES+P+1b5GbkumcyzzXncN7w\n",
       "qdw641t8+MVHVI861ysExnPbQLNFuzL4uI6fMd+7RX4NTiONtjYabW3JroZ7hvNw/fcQcwnXjf+G\n",
       "u41eN+5Sv7CrnsxwHo5vO5dMVQJiC7t6CPg1cDdwBHgUZ+rd6jD7TQbylFIvdz//Mq31Ox7rpwLL\n",
       "lFJDgRe01nfHUEchRLdAaT89Z8CtmXgleZn92F6/C4DpQycH3MdrZuYq/DKQBJq9uWLWWHJys+jf\n",
       "OdCQ15KslLaSSjd2nu/h3GmlbNr+Gd+9bHxKvpeTCyezcEIXf9yx3p1K9x+HtnDDpGs43dXG/Zv/\n",
       "DEDNxCuYXDSBr438CgAHT37E7RvuBODbk68POuu5Zwaf4tHDJdFBmtiws96dEvqbXy1n9qTEzpnh\n",
       "Eiiteaj+Oyczm8oh4wBnMoRAejLDeTiudp5vycUm83wIYrvhvFhr/TKA1tqutX4YiGQ42wys0Fpf\n",
       "AtwMPKqU8qxHLbAEmAvMUkpdGkMdhRAEng33aGe91wy4exr3e22z+ciOgDPo+s5G7rAU+P2S5btN\n",
       "kdnKqEJj5i1I1gzDqTKzcTrzfQ9f21LHhDHFKfteNttt/HHHer+ZzLce/YDa9592P177wbO0emTE\n",
       "WrVtjXtduFnPAx0/InU12trcKaG77A4efXlvUq6ABOrTN9fvCNl/f/C5Zkv9+2ypf581HzwTdMbz\n",
       "nsxwHo7DUkCuNfV+YBDJEcuVjxallPvbhFJqFhBJ7s19wIcAWuv9SqkvgBLgs+7192qtT3aX+QIw\n",
       "BXghVIFWa+zZc3zLaGrKj2i/oqL8HtUh2vI/irDceG5fVJQf9nXG+lkke/9EiEcdw5XpTJvoLcsc\n",
       "fcxvviWX4rzo69/YcozGlmNYrT0/oR387DiAcx4OH5b8HKyF3mGHrpAs38cDlTn6LO8rMgHfzwAh\n",
       "XoGeN5h0aJu+jKyz1WoJ+B66tHV2MdpaGPQzMbpOkZQT6LgJJic3C2uhJfA+2V1YC8M/n+HvdwqV\n",
       "kwiJ6Ftt7f5zAOXkmAM+956PGgGoONv7S7cR9YymbQbjarO+jOivg0nG+U+knlgGH0uB54AxSqkd\n",
       "QCFwfQT73QhMAr6nlBoGDMAZtoVSqgDYqZQaB7TgvPqxOlyBsV6qtlotfmUcO3Yqon1d20Vbh2jL\n",
       "N7rcnmx/7NipkK8z0PsYjWTv7yoj3owOrYjsdWexqLKG1Tucs84umjyfIgYzb8LlrNv1HAAVxWOZ\n",
       "OmSSe5vpQyd7LS+aPB9HcxYNzdHVP5JZnsPxDHP4p69X+M2WTWeX13sQSXhUsNCJUO9nuOcNxoi2\n",
       "GajMeDOqzp6v/5tfLefRl53v+wVTS3ljx2dcMLWUn618m2suGMsTr+2no9MeMJzFqPcx8nK8j5vq\n",
       "kTP5R90Wvj3pOsoHjWFt97Ezb/xl9O8c2F2m7z4z+Nnff80/TbouZNs3so0k/n2KrKx4S0TfasnO\n",
       "ZP5FinWvaADmXaiwZGf6bffqtsPU/s25Tc1FirlThgUts2f8+/QMk4ntR53zMgXqv1u6TrvXe7fZ\n",
       "M4zor4OJVz+Yjn1rXxfL4CMD530eLwK/BUqB4RHstxr4g1JqY/fyjcD1Sql8rfUqpdTtwGtAG/CK\n",
       "1vqlGOqYMO3t7bz55saw251/fjXZ2dkJqJEQ3gLdi3G+9TwqZo0FcN8I7hvv67tPNIxI3egZ5gDw\n",
       "Py/u4a5bzgs6G3kkM437lvnoy3sZf3YRxZbQ8ciSSjc2ttZO1r2yj8qywWRmQOGAHCaMKeb1rZ/S\n",
       "0Wln3SuayrLBvLfnaMSfSbx5Hjcm4Gsjv+Juv+VB7mUKlqo31rSlIvkabW08u+kAl1ePAeC5Nw4w\n",
       "+ZxBXu20/vhpav+m3f3L2lc0FWcXUjKwn6F1CXR/xl3Vzrw/rnbm23+rWc56B0r8EY9Uu0IEEsvZ\n",
       "8z7gxzivYpwEKoEngcdD7aS17gRu8Hn4bY/1tTjv+0grdXWf8J9/v5e8ov5Bt2k51szvRoxkzJix\n",
       "CayZEGcEOon4noRcqRtdVzhS8cTjcISejTzLnMGUMc6rHbsONhr63DLoiE1Hp5339hwFnJ/j+x82\n",
       "Mnmssw0a/VkZJdgxUGS2Yi0M/MtrpKl6Rfrp6LRz6IjN/XcyheuvfZeTMceSEL5iueE8Q2u9AbgU\n",
       "eEJrfQjo04mjreUlDK0cEfSftTw5GTGESBYjUjcWW3K8Zr5eeEl5yF/DLblm5l1Yxjb9Odv051z/\n",
       "lTK/AUO0ZQpj+M4Gfd74Eq6dO9b9WV01Zyz7Dh3rFZ9JPNKWiuQrtuRw7QVn2uw1c8b6tdOSgf2o\n",
       "uUi52/n8C5XhVz3iQdqsSJRYbzj/EfAV4Dal1L8AkidQCOHFiNSNsyeVMP5s582P4b6Q2lo7/UKq\n",
       "qsqsfgOQaMoUxvEMXQP47X073J/V+lc0/774XLIyM3rFZxIo1FGkN1trp19I1fSKwX79y9wpw6g4\n",
       "uxAgLQYeLvFItSuEr1iufCwE8oCrtdbHgKHAAkNqJYToVYxI3VhsyTH8C2k8yhThWXLNQcPX8nOz\n",
       "etVn4pt2WvQdJQP7pdXAwyUeqXaF8NTjwYfW+lOt9S+01m91L9+htf7UuKoJIVJRoFnSE8F3ZvFg\n",
       "M5z7hvbcfOXEHt+nIbOZx5cJuOmKCYZ8VomUrGNAJI+rLzCyf0kV0p5FoqX3ESOESKh4pmEMxTd1\n",
       "bobJxO+f3Ole9k2la0RWKpnNPL627m/k4ed2MadqOFPUYACa21J/oOd7DFxonZXkGol48+0LTnd0\n",
       "pVWbDSVZfbro22IJuxIeOjo6aG6wYTt8POi/5gYbHR2xTwwkRDIEmlE3Eb+WBZpZ/B+7j4SdaTxU\n",
       "aE9PnlOugBjH9f5OGFPM3949xObdR9m8+yj/8+KepMwWHalAx0Bjy7FkV0vEUaC+YOeHjWnTZkNJ\n",
       "Vp8uhFz5MNDx986mzRI8TvK07Rh8LYEVEqIHmu227tlzk3uzoeeX/Z6kznXt7zkAqT9+GkivG0B7\n",
       "O9dnm5lpIgNo7ejiVGsn+d2fW6DPMRap0r5F+srOzuDqC84B4JV3PwFwD0A871fyfczW2gkBQkWN\n",
       "5Bo8yH1GIpXJ4MMgWVlZDBpeQX7hWUG3OdX0GVlZcsITqSvUJXhXGkbPGXPjdYLzDHO47ZrJzLuw\n",
       "zGs2cpPJxDb9OQDzL1R+X0wDhUwFm3E4EFdct+ds5uke151KLLlmai5SPPvGAS778mie23SQL1ee\n",
       "xavv1fHu7qPMnVbK+JFFdNrtXp/jJTHOPBxriEmgY6A4r8g9x4LofXz7gu9fPZmGk62s7e5L5l2k\n",
       "OPDZSR5+9gPA2T/NnlTChp31Z/qsr1VQ0C8rZKioEaJt34ns04XwJGfTXqijo4P6lvC/rtS3tDC8\n",
       "o0MGRAKIbHbbRKQO9Z2h/K1d9WzZ+7lX6txpFUOoLHPGXD/x+n4mecwwHGiG858tmhn1jMMym3n8\n",
       "NNraePy1/Sy5eiK/W7+DKWowr75X5/58XttSR0F+Nk+9fsDrc6yqGNLj5zRq9mZJn9v3ePYFp1o7\n",
       "+O0T3umhr5g9xqt/GjO8wDvd90t7mKIGe7Xle277sqH9Sk/bt7RnkQxJOaMqpbYCJ7oXD2qtF3ms\n",
       "uwz4KdAJPKK1fjgJVUx7ayaZySsKPahoOWZmeoLqI+Ij2hASIy7J92TfcOEGvqE1nmFWmZkmv+0z\n",
       "zSaGWfMB2HfomFcZRpJBh7FsrZ2YgM4uO5XKigkTVeWDycjw/4wTzffYCHWsyJe0vsfVF5xq7fAL\n",
       "A80wmZjWPTCONCzUhDEhhcc6G2huOk4sczxLexaJlvAzq1IqF0BrfUGAdVnAb4BpQAvwplLqWa27\n",
       "4ytERLKysrCWl2AZNjDkdrbDx+WqRxqL9hJ7uO3jdQk+XNaoQOs9w6xu+FoFY0sLWfPymRCGjg67\n",
       "O+xh/kWKIw3N3Pv4DgC+d/Ukv5Cp4UV51FykWPtK9z5pMuNwb+LKbvXlyrPYtP0zvlx5Fr9dvx2A\n",
       "C2eM4NqvjOWJV/cDcP2FZZxV2M/vc7QW5tHQ0LMQp1Dt2/fYyDCZWLVtjXtZMgAJl5KB/bj6grGs\n",
       "8wi7ysnOcIeB1lyk/PubixTFllz3NrdeNYl9dcdjzqb3ZsNbrPvgWefzTrxSQqhE2kjGz3qTgTyl\n",
       "1Mvdz79Ma/1O97oK4EOt9QkApdQbQDXweBLqmTIkjEr4ivYSe6TbGz27baAQKM9wg0Drf3nzeV4h\n",
       "C395aY9XmFVzSwdPvv6he/06n7CH+5/ayW9u+7JfyFS6zjjcGzQ0tfDAU++7w6t8w6z+vvmQ12f8\n",
       "1Osf8n9vnEHFwH6Ghr4Fat+Bjo3KIeNiDs8SvVPdFy2s8wjhXP+K9gqpWvuKZtI5g3j8tf1nQkNf\n",
       "28/dt5zv7Pvyc7CdamPpfZtiCsM61tnAug+edbfT2g+e4d9n/ZC7qpcBcjVDpLZkDD6agRVa69VK\n",
       "qbHAi0qpMq21HRjAmXAsABtQEK5Aa4w3IQYqo6kpP6L9ioryvf6PZHur1RJV+e3t7RGHUV1c2J/s\n",
       "7OyIynaVD/BRhNuGe69j/SySvX8iGFFHZ6iVt3xLLsV5gcuOZnsr3Y/lxVZHIGColSU/B2thXtD1\n",
       "OTn+3VKX3cF7e44CMKok/PuX7/kcHiJ97+PRjtKhbfoyqs6BJoP05fkZmzNNZJkzsFotWA2uk2/7\n",
       "DnRs+Ap1bBlRJ6PLMbKsdGq3iThuPz0Wvi3n5Jjp6LR7tWdLkD7JJdx6X85QK2/ZuWZGFQZPpBGt\n",
       "dOkH06mNCqdkDD72AR8CaK33K6W+AEqAz3AOPDxbkQVoCldgTy/Du1itFr8yjh07FdG+ru2i2b6h\n",
       "wRZ1+ZGGUZ061Q60R1S2Z/mRbhvqvQ70PkYj2fu7yoi3WOvolOV3id3RnBUi607w7X1j2022E+Rb\n",
       "crGRE6Ss6PiGztDZxZ7uuOhiS45/VqnsTL/Hmts63SELBfk5fPOr5TzaHYa18JJyBuXnMGOcM+b6\n",
       "3HFDobOrx++zEe0oUWXGm1F1tlot3HLVRFY/v4u500p5Y8dnzJ1Wymtb6gBnmFW2OdMrg1lxfo7f\n",
       "8xv1PnqX439sZJhMbD+6270c6tgKVyeTzfl7msMS+nc0I9tIfN6n2MuKt3get660ucOL8ph/kWKd\n",
       "RwhnkSXH3XaD9WGuPslqtUBnV9D1kerPQOZNuJx1u54DYN74y+jfOTAhbSjSNh1NmT2Vrn1rX5eM\n",
       "wa5bb+4AACAASURBVMeNwCTge0qpYTivdhzpXrcXGKuUKsR5haQaWJGEOgqR8qINkQqU1cQz1n3x\n",
       "lAWUHTzNoYdWAjBiyU3kVM2MuZ4ZJpN7NuDszAzvFJTdaSl9Q2sCZZqqGOkMmXJltRp/dhE5OWYs\n",
       "2Zls3d/Ilr3Ok/+MGDIiifipGlvM2FvOxwR847xRHDh8EltLO112B8dOtPLmzsPces1khhb1Y2iC\n",
       "w+IyTCYqh4xz/z1x4CTuqj4biC18pW3rO4YfTyLxfNPm5vfL4orZYwDol2um8pxBEfVhnozIpjcw\n",
       "28I3xn7F/XciSJsWRkjG4GM18Ael1Mbu5RuB65VS+VrrVUqppcDLOGdfX621rjfiSR0OB4sWf5fT\n",
       "raf91mVlmenocGadUGWK5T/7uRFPGZJrRvRQXDOiyz0cIpj+GRaK8ywRzzPg+UXKN9Z978Gt5D60\n",
       "CUdXFwCHVq6ibEV51L9uebK1dvL7J3e6Y5tHDrV4pU999OW9jD+7yGtiLhffE7LvNsWWHKxWCwfr\n",
       "mkLeVyJSh+szabS18fvHz6QrNWeaqCwbzP1P7OCXN5+X0Do1222s2rbGfRxsP7qbu6rPjjlm3mQ7\n",
       "waGHVhp6PInEa7S1BUybu3n3mZCqscMLIurDol0fSrPdxkNbH3W328yMTO6qXhbXez2kTQujJPzs\n",
       "rLXuBG7wefhtj/XPA8/H47nbBkyg3zmBs5a43ojTjgPxeOqAZEZ00Rfk5Zq5aOZIADIzM3pcTqAZ\n",
       "hEX6CjZrfWtHl9d2Rs9wLoTRTCZpp0JEo+ffBERMXDOiDx5VFfTfoOEVctVDxI0r9WhmRiaZGZmU\n",
       "j65ixJKbMJnNmMxmRty0OOZftCy5Zq748hie2XCAZzYcINucwcKvlmPONGHONDlj+yMYTGzYWc8d\n",
       "D7zFHQ+8xYad3hdDXTMQu8qU2chTX7Elh2suGMs2/Tnb9Od8Y9Zo9h06xgVTS/nlHze7P+Ot+xtZ\n",
       "et8mlt63ia37I5s/IVq+x4FRKUodlgLDjyeReMWWHGouUu7+pebictTIojN92MXlfFJvi3s79RWv\n",
       "dhuKtGlhFDlDC9GH+d0HUgVlK8oNu+G80dbmNbN47f9qv9nJp1cMDjlY8At7CBCqJbORp5dGWxtr\n",
       "PdrFU69/yBWzx/DsxoN0dNp59OW9lI0Y6BdOF8sM56HEa5bnnKqZlK0oB6K/OVekBltrp1fa3LaO\n",
       "Tp7deNC9fKCuiXd3H01K2KfRqdEjIW1aGEHO0kL0cb5fthyWAnKtFmwGZxBx8U2pahQZdKS3Q0ds\n",
       "dHTak/b88frVWL6gpT/PtLmjSixey64se8kS7X1/RpA2LWIlYVdCiLgptjjT4rpCFBZ+tYIvjRvq\n",
       "FyLVaGtz39MRtoxLyuW+jzTXLyuThZd4t4uJY4q9lksG9vMLp4tmHgQhjOAb1jl8UD41l5wJwyof\n",
       "VSRhn0JESY4QIURczZ5U4pUWF/AKkQqUejdYGSA3nKe7rfsbeeCp98nLNfOvC6dSaMmh2JLD9g+/\n",
       "cKdkLujnDCGRcDqRCnzb4Ru7jrrbqjkzQ9qpEFGSo0TQ0dFBfUvoWVvrW1oY3hF+JmAhAnGlxXVN\n",
       "BuWZcjXc/RyeZYj0ZmvtdN/HYWvpYMWjW7jnti/7pWTepj93x83LlzmRCjz7rD+9sNurrZaPGCj9\n",
       "kxBRkF5dALBmkpm8ouA3rLUcMzM9gfURvZsrLSUET7kabJ9gX0Yl1WVqsrV2QpP/jxt5uWa+ft4o\n",
       "TrV2kG2WCGCRPgL1WdL/CBE5OUoEWVlZWMtLsAwbGHQb2+HjkvZXGMIVdgNw2zWTuXbuWGr/VwNQ\n",
       "c1Hg1Lue+9xy1USqxhZHtV4kR6DP5ZarJvLnl/ZwybmjePK1D3nq9QNcc8E5XDxzBH979xCAxM2L\n",
       "lFVsyeHqC8ay7m/OPmveRYojDc3c+/gOQPofISIhvbuIWnt7O3V1n/g93tSUz7Fjp9zLpaUjyc7O\n",
       "NqTsQHpSvkguz7AbgLd21bNl7+fu5bWvaL/Uu777+KayDLdeJEewz6VqbDEl1mn8bOXb7nVPvv4h\n",
       "V80+hyo1mGsvOEdCWETKqj9+mnUeaaLXv6K5YvYY6X+EiELSjg6l1GBgC/AVrfU+j8d/ACwCGrof\n",
       "WuK5XiRfXd0nvPWDf6YkzzvzzEcef9e3tHDef93HmDFjDSnbV0/L7+skNECkqi6Hg636cxZerJJd\n",
       "FSGikmEyMa17DppQoaNCCKekfANRSmUBDwHNAVZXATdorbcltlYiGiV5eYzIj09e/HiW3ZelQmiS\n",
       "K23lg08763HuuKHMqBjiXg4UbuO7j+824daL5Aj2uWzd38jDz+1i7rRSXttSB8BVc87h5bc/ls9O\n",
       "pLySgf2ouUix9hVn2NX8ixVZ5ky26c8BZ8Y+acNChJasI2QF8ABwR4B1U4FlSqmhwAta67sTWjNh\n",
       "uEhDqQoKJiSgNn1TKoUmBUpLGS5NZbhUlpLqMjW5PhdLfg50dnm1w9e3fkqVGswV1aMZkJvFrIkl\n",
       "8tmJtDB3yjAqzi4EwJKbxQ/u2+SVsa+qzCptWYgQEn50KKW+DTRorf9XKXUH4DvFcS3we8AGPKWU\n",
       "ulRr/UKoMq3W8L+SOxwOMjLCZ1TJzjZjtVpoasoPuy1AUVG+1/+RbN+T8iMVz+096/5R+M3d2+/b\n",
       "ty9sKFV9SwtFf3qEoqLIyvYs31MkbSHZ4lHHsGUGyDZkyc8JOWlbPOtp9X08kn2jLDMWSfmMUpAR\n",
       "dfb6XDzaYUenna36c26+elJUkwca9T4a+XlInVJDIo9b1+MNKda3SpkiHSRjaH4j4FBKXQhUAn9S\n",
       "Sl2udfc1S7hXa30SQCn1AjAFCDn4cM0dEIrD4cBut4fdrr29k4YGm9eN06G4totm+56UH6l4bt+T\n",
       "uru2jzSUqif1cfGcR6KnEtGJxVpHX5G+bt8QGDq7gu4X63vpe2+JrbXT/et3JNtHyojPPJ3LjDej\n",
       "6uz5+r939STe3n0EgOnlQzh1qi1ouwhVjlH1SZWy+kKd4i2Rx2398dOAMwwrkX2rlJmYMkV8JXzw\n",
       "obWe7fpbKfUazhvKP+9eLgB2KqXGAS3AXGB1ousoRG+UqNAkz3tLvnf1JOwOh6TJFW4nTnewZa/z\n",
       "t6ZRJQP488o9fOtrFfK5i7Tx6rbD1P7tTHrwuVOGSdinEFFIhZmdTEqpGqXUYq31CeB24DVgI/CB\n",
       "1vql5FZPiN4j3jNGe8b0d9kdvL37iNfyg0+/7zXBoO/2vutF79Joa+MvL+5xf95Pvv4hF80cKZ+7\n",
       "SBv1x09T251qt8vuYO0rmvrjp+PetwrRmyT1SNFaX+D60+OxWpz3fQghhOgFGppaZHAh0pq0XyGM\n",
       "kwpXPoQQvYQrvao504Q508R540v45lfL3csLLykPmCbXtV5SrfY+W/c3sviXr7D0vk0c/rzZqz1c\n",
       "NeccXnn3E/ncRUrbur+RpfdtYul9m2j44jQ1Fyt3G55/oaJkYL9kV1GItCK9vRDCUJ73lgA8eP+b\n",
       "VJYNBmD93/f5paGUNLm9l2+K5989uYP/uu3LjD+7CIB+WZmSYlektGBtuGKUM9WuDDyEiJ70+EII\n",
       "w3lmuerotPPenqMAmDN9M2t7by96PztQbMlJdjWE6DE7MugQIhYSdiWEiBsJq+rb5PMX6U7asBDG\n",
       "kyNIRK2jo4P6Fv+JlTzVt7QwvKPj/7N35/FtV3e+/1+SJduxrSR2bLI6kITkxNkXkrAmkNJSWtbS\n",
       "kA1mKCkEaGmn3N+d2zIzHTp3OnAv085vOm1ZQhhmgCQQtrK00FIopdCGJGQjy2ELxCROsLMqdhxv\n",
       "un/IUiRZm20tlv1+9pFHbX3P9+jIHH30Pfqecz4ZapH0ZJFZrqVvmTG2nAd/cDHe4yd10SY5SVND\n",
       "RVJL7yLpklVTXBSVuWMebzjkYlYG2yM9m6fQRUVpUcqTQUluqCgt0sBTcpoGHSKpo3eTdJrb7aZi\n",
       "/FA8wwbGLOPddwS3O/bgRERERET6Hq35EBERERGRjMjanQ9jzGnARuAL1tr3Qx6/HPgHoAV42Fr7\n",
       "UJaa2GM0NzdTn8R0lfpaL83NzbrjICIiIiI9UlYGH8YYN/AAUB/l8Z8CZwENwFvGmOettZ9nvpU9\n",
       "y5ENozjpKYtb5oT3EFyaoQaJiIiIiHRStu583AvcB/wg4vEq4ENr7VEAY8yfgLnAU5ltXs/idrsZ\n",
       "NKKKktLhccsdP7xXdz1EREREpMfK+ODDGHMDUGut/a0x5gdAaNax/sDRkN+9wIBUPXfDsUO0uGvi\n",
       "linJPzW9qeFo/BsukcfTWT5R2cgyyU7TSrZ85PHOlk9ma95kywbKjEpYSkRERER6EofP58voExpj\n",
       "3gB87f+mARa4wlr7uTFmMnCPtfar7WV/CvzJWvtMRhspIiIiIiIpl/HBRyhjzOvA8sCC8/Y1H9uB\n",
       "OfjXg7wNXG6tjX+7QkREREREeryekOfDYYxZDJRYa1cYY+4AXsG/DfBKDTxERERERHqHrN75EBER\n",
       "ERGRvkNJBkVEREREJCM0+BARERERkYzQ4ENERERERDJCgw8REREREckIDT5ERERERCQjNPgQERER\n",
       "EZGM0OBDREREREQyQoMPERERERHJCA0+REREREQkIzT4EBERERGRjNDgQ0REREREMkKDDxERERER\n",
       "yQhXNp7UGPMucLT914+ttctCjl0O/APQAjxsrX0oC00UEREREZEUc/h8vow+oTGmEHjbWjsjyjE3\n",
       "sAM4C2gA3gIus9Z+ntFGioiIiIhIymVj2tVUoMgY84ox5vfGmDkhx6qAD621R621zcCfgLlZaKOI\n",
       "iIiIiKRYNgYf9cC91tpLgFuAx40xgXb059R0LAAvMCDD7RMRERERkTTIxpqP94EPAay1HxhjDgJD\n",
       "gb34Bx6ekLIe4HC8ynw+n8/hcKSpqdIHpbUzqb9KCqmvSi5Rf5VcoY6UZtkYfHwDmAJ8yxgzDP/d\n",
       "jv3tx3YBY40xpfjvkMwF7o1XmcPhoLbW260GVVR4ulVHts9XG1JzfqCOdEpFf42UitetOnOzznRK\n",
       "ZV9N1evvafWksq6+0KZ0UmxVnamsU9IrG9OuVgL9jTF/BNbgH4xca4y5qX2dxx3AK8DbwEprbU0W\n",
       "2igiIiIiIimW8Tsf1toW4PqIh/8ScvxF4MWMNkpERERERNJOSQZFRERERCQjNPgQEREREZGM0OBD\n",
       "REREREQyQoMPERERERHJCA0+REREREQkIzT4EBERERGRjNDgQ0REREREMkKDDxERERERyQgNPkRE\n",
       "REREJCM0+BARERERkYzQ4ENERERERDJCgw8REREREckIDT5ERERERCQjNPgQEREREZGMcGXriY0x\n",
       "pwEbgS9Ya98Pefx7wDKgtv2h5aHHRUREREQkN2Vl8GGMcQMPAPVRDs8ArrfWbspsq0REREREJJ2y\n",
       "Ne3qXuA+oCbKsZnAncaYN40x389ss0REREREJF0cPp8vo09ojLkBGG6t/bEx5nXgFmutDTn+D8Av\n",
       "AC/wLHCftfalOFVm9gVIb+dIc/3qr5Iq6quSS9RfJVeku6/2edkYfLyBP0j4gGmABa6w1n7efry/\n",
       "tfZY+8+3AoOstf8cp0pfba23W22qqPDQnTqyfb7akJrz2+tI+wdkd9sYKRWvW3XmZJ0501dT9fp7\n",
       "Wj2prKsPtCln+mtADsUC1ZnaOjX4SLOMr/mw1s4L/Nx+52N5yMBjALDVGDMBaADmAysz3caewtvY\n",
       "AoCnMGv7AoiIpJ1infRG6tci0fWEd4TDGLMYKLHWrmhf5/E6cBJ41Vr7cnablx3vflDHfc9uA+DW\n",
       "qyczY2x5llskIpJ6inXSG6lfi8SW1cGHtfaiwI8hj60GVmenRT2Dt7GF+57dRmubf0rc/c9t4ye3\n",
       "X6BvT0SkV1Gsk95I/VokPr0TRCStmpqaqK7+lMOHSzh06HjUMpWVp5Ofn5/hlomIiEimafDRA3kK\n",
       "Xdx69WTuf85/y/aWqybrGxPJWdXVn/L2977D0KKiqMdrGho4999+xpgxYzPcMsk2xTrpjdSvReLT\n",
       "u6GHmjG2nJ/cfgGgxWqS+4YWFTGyxJPtZkgPpFgnvZH6tUhsekf0YApYItIXKNZJb6R+LRJdtjKc\n",
       "i4iIiIhIH6NheZZ5G1vgcEO2myEiknHKgyC5Sn1XpOv0rski7QMuIn2V4p/kKvVdke7RtKssCd0H\n",
       "vLXNx/3PbQt+kyIi0psp/kmuUt8V6T4NPkREREREJCM0+MiSwD7grjwHrjyH9gEXkT5D8U9ylfqu\n",
       "SPfpHZMmySxGC+wD7ikpgJbWTDVNRCTrQvMgOPDHTF3ESU8V+pmuHB4i3aN3TRp0ZjGap9BFRWkR\n",
       "tbXeTDVPRKRH8BS6tHhXerxofVSDDpGu07SrFNNiNBGR5CheSk+nPiqSelkbuhtjTgM2Al+w1r4f\n",
       "8vjlwD8ALcDD1tqHstREERERERFJoazc+TDGuIEHgPooj/8U+CIwD7i5fZCSM9K1GM3b2KJvW0Qk\n",
       "p0XGMS3elZ4uVh/VZ7JI12Uryt8L3Af8IOLxKuBDa+1RAGPMn4C5wFOZbV73pHoxmuZEi0iuixXH\n",
       "tHhXerrIPqrPZJHuyfidD2PMDUCttfa37Q85Qg73B46G/O4FBmSoaSnlKXSl7I6H5puKSC6rPdwQ\n",
       "N46lKl6KpEugj+ozWaT7shHtvwH4jDEXA9OA/zLGXGGt/Rz/wMMTUtYDHE5UYUWFJ1GRhLpbR9rO\n",
       "P9zQ4SFPSQEVpUWZa0MG68j2+ZmQjjb25DoPHy5hd4IyZWUlXX6+nvza011nuqWqzbWdiGOJpKpN\n",
       "qfzvoTb1DBl536agL+dKfOnLdUp6ZXzwYa2dF/jZGPM6sLx94AGwCxhrjCnFvx5kLv4pWnF1d5va\n",
       "igpPt+ro7Pl13pMAlHsKkjr/1qsnc/9z/lu8t1w1GVpaO5TP9GtIRx3ZPj9QR7qlelvlVLzudNZ5\n",
       "6NDxpMp05fl6+mtPd53plqo2V1R4gnHM7XLyrWum4j1+Mmp+o3g5klL1d0zlfw+1Kfm60i1T79tk\n",
       "PpOh42d9vDrT0U7V2fU6Jb16wn1uhzFmMVBirV1hjLkDeAX/lLCV1tqa7DYvtd7YWsNjL+8C4Lov\n",
       "j2felKEJz9GcaBHJdTPGlvPT2y9gx6eH+bc1m4CO8+U1l15yQTKfyV35rBfpK7J6JWutvSjwY8hj\n",
       "LwIvZqdF6VXnPcljL++itc0HwOOv7GLiqLKkRtkadEhv19TURHX1p3HLVFaeTn5+foZaJKnmA1b8\n",
       "6r1gDLz/uW385PYLOsyljzwm0tPE65exPutD74CI9GWK6iLSI1RXf8rb3/sOQ4uiz52uaWjg3H/7\n",
       "GWPGjM1wy0RERCRVlOE8g8o9BVz35fHB/cKXXjJe34SIhBhaVMTIEk/Uf7EGJZI74uX1UM4P6S30\n",
       "WS8SX5cjuzGmDFgElHNqu1yftfafUtGwXFRz5AQAQwf2i1lm3pShTBxVBpAwGMVbeNmXOLz+3Zd9\n",
       "ngFJPS4iPVe0+fLexhYcwNjKgfzoprPJdzkZVFIQPBZaVrpOsTR1Ivtl5OLyeVOGMm7kQCD+NUFf\n",
       "4fAepZGTQPTrHvXBvqU70fw54ACwHf9UXgjP2dGnvLZpH6t/51+6sviLhvnTh8Usm8w3IFp46Xfy\n",
       "3XXseeBBAEYuv5mCGXPiPi4iPV/oQOLdD+p46IXtXDBtOK9tqAZg/lmVTDy9jJa2trA4eIl2oeky\n",
       "xdLUifx8rj/Zwn//eidwanG5PsNPSdTH1Af7nu5Muyq11i6w1t5lrf1R4F/KWpZDdu6uY/XvbDDp\n",
       "0JpXbfAuSFcoiZGfw3uUPQ88iK+1FV9rK3seXIHDezTm4yKSWwKxbtKYcl7bUB2Mea9vrOazg8c7\n",
       "xMFo+UIkMcXS1In2+fzexweDvz/+yi5qjpzQZ3i7RH1MfbBv6s7g4z1jzFkpa4mIiIiIiPRqnR58\n",
       "GGN2G2N2AxcB64wx1YHHjDEfp76JPV/VqHIWf8kEF5ct+qLpMMfT29gS/OYj9OdotPDSz+cZwMjl\n",
       "N+NwuXC4XIy8+SZ8ngExHxeR3OIpdHH7NVMZNaw/N1w2gX4FebjyHFw0s5IRg0o6xMGuZEQXxdJU\n",
       "8hS6+NbXpjB7wmBmTxjMbVdPYdLoQWGLy4cO7KfP8HaJ+pj6YN/UlXdDIDeHj45rPHz0UeWeQq6c\n",
       "Nyb4c6jQuZ/XfXk8T7z6Ps0tbXHngSqxoF/BjDmMu3c8EL4QLdbjIpJb6ryNPPP6hwBcd2kVk0aV\n",
       "UuDKo6Q97ikOpoZiaeocPdHMxl2fA1A1ahDzJg+h6vRS4NSaTqfDwXRzWvDnvizQx0o8hXijLDhX\n",
       "H+x7Oh3NrbWfABhjnrbWXhN6zBjze+ALqWla7qg93MB/PL0lmFDIleeImTjr8Vd2MW3caWzYeSCY\n",
       "RKsiRr36sPWLFYwUpERyW82RE6z+rT0VH1/eyY9uOju40xUoDqaSYmn31XlP8thvdob12YlnlIZt\n",
       "JONtbOEXz2wNltlkP+/zCTN9ngEUVnjw1npjHpe+o9PvBGPMs8A0YFj79KvQuvakqmEiIiIiItK7\n",
       "dGXB+V/jn3r1CnBh+88XAecA81LWsixItBYjWrnA/yebOGvpJePZ/nFdn5kHGthRRUT6Jm9jS8xd\n",
       "qgpcTq67tOrUermLO66Xk65R7E2twOd+uacgrM8u/XJVh+3ztW4zMxzeozTW1mW7GdIFXXk3TMe/\n",
       "tuMnwOkRx0YDf+xuo7Ih2T25Y63f+NbXpsScmxy5fmPGuIqo5Xob7d0t0rfFi6tvbK3hsZd34XY5\n",
       "ue2aqQwp68cQDTxS4sBrf+Cjn/8SUOxNhch+7HI5T63ncEZfz6F1m+ml64vc1pU7H/+z/d9PgBeB\n",
       "O4DvAM8Ad6WsZRlUe7ghqT25I/f3fvyVXUwaU05rm49fPrsViB1kPIWusLshvT0Yae9ukb4tXr6i\n",
       "Ou9JHnt5F61tPhqbWvnl01tw5XVn53cJcHiP8tHPf6nYmyLR+vHWD2pZv+MA63cc4NFf7whmN4/U\n",
       "Fz7rs0HXF7mvKwvOLwMwxrwCTAlZgD4UeCylrRMRERERkV6jO181jQwMPNrtB4YnOskYk2eMedgY\n",
       "8ydjzJvGmIkRx79njHnPGPN6+79x3WhjUipKi5Kan9nX1290hvbuFunb4s17L/cUcN2Xx4fF0sh5\n",
       "89I1Ps8Axnz7NsXeFInWjyPzeqjvZpauL3Jfd66W3zHGPAaswT+IuR54PYnzLgParLXnG2PmAT8G\n",
       "rgo5PgO43lq7qRtt67Rk52dGlhs3ciBul5PykoLgrddyT0FwekGiAYm3sQViLMbMddq7W6RvC8RL\n",
       "T0kBtLQGH6/znmTiqDLuumkOPh8M6JfP8caWYKIofZHTPYPnX0jeGWcCir2pEO364Iyh/QGoHORP\n",
       "fBn6+Z+sZK8TpKNEuUOkZ+tOj78Z+DawHP8C9N8B9yU6yVr7K2PMi+2/ngEcjigyE7jTGDMEeMla\n",
       "e0832tgpyQaAQLnAgkmARV80PP/mRzS3tPH1i8ay+ncWSH7xerxyuUwffCJ9m6fQRUVpEbXt+/uH\n",
       "xs2vXXQmDSea+f2Gai6YNpzXNlQDvTceZpJib2qFXh+8tmlf8DN+6ZfH43Q4ePQ3OwH/RjTzpgxN\n",
       "WF9f+PxPt0S5Q6Tn6vS0q/ZBAcBg4Cn8A5DbgeeBYcnUYa1tNcY8AvwMWBVxeDX+Ac184HxjzFc7\n",
       "28ZMCF0w2drm44lXLV+cczqTxpSz+ne204vXY5UTEektIuPms3/4kMJCF5PGlPPahmrFQ+nxao6c\n",
       "CPuM3/XJIR5tTzoY2Igm1gL0AH3+S1/XlTsfK4Gv4t9S1xfl+KhkKrHW3mCM+V/AOmNMlbX2RPuh\n",
       "f7fWHgMwxryEf2vfl+LVVVHhSbbtKavD29SauFA7T0kBFaVF4Q9GmWoVtVwndPfvkI2/Y087PxPS\n",
       "0caeXOfhwyXsTlCmrKwEIKlyke3qya893XWmWyrbXFHh6X7cTGGbUv3aelI9qawrl/ptJt63dcfj\n",
       "DywACgpccdviKek4TSjbn/+qUzKpK7tdBe5EzLbWft7Z840x1wMjrLV3AyeANtoHMcaYAcBWY8wE\n",
       "oAH/3Y+Vieqs7eYtt4oKD7W13pjzL6PN5fTk53Hdl8fz+Cv+6QMLLzZ8euAo7jwH119axY7dBwE4\n",
       "e8IQaGkNa2Od9yQOh/9W6/3P+W+73nLV5A7lklXf5qXEU4iv3h32eGDrucDt98jfo/0NuqO7dWT7\n",
       "/EAd6dbdNkZKxetOZ52HDh1PSZlAudB29fTXnu460y1VbQ68/si4uWD+WIqL83E5nYytHMDa338A\n",
       "wE1XTArGw9C4nKq/Yyr/eySqq77Nf6zYGf+/V7x6QmN3vDiebJuSleq/U7pl4n1bXlLAdZeOZ+fu\n",
       "QwBMHDOICaMG8djL/mlXSy8Zjyc/j9pab9Rrh4oKD7S0puzzP1Y7uyu0zmT7cGfqTEYy1zC5Glv7\n",
       "uu6s+XjdGHMM/12JF621m5M87yngEWPMG4Ab+C5wtTGmxFq7whjzffwL108Cr1prX+5GG5MWa/5l\n",
       "6PzkyLmcLpeTK+eNwYkDt9vJn7fuB2DcyFK2flhHc0sbs6sGhz1PaH1/9ZWqqIsxO2PL4S2s3Lwa\n",
       "gGXTFjO1dCrQMQEPTid77rs/+LsS8ohINsybMpSJo8r4/MgJHv31TubOGMEzr3+I2+XkxssnsX33\n",
       "QXbXHKPAlUdLW1tYXL4kxy4KYsXnzgiN5ZVLFvPZ2qfwNTcrjmdRS4uPjbv8372OrSylsryQK+eN\n",
       "AaC02D/QiHftALmThDAVfbgrdA3Tu3V5q11r7URgCXAQ+CdjzE5jzP1JnHfCWrvQWjvPWnuutfYF\n",
       "a+1qa+2K9uOrrbWzrbUXWGt/1NX2dUasJIOR85ND53LWeU/yyIs7ePq1D9ldc4xHf70zavLBWIm1\n",
       "Wtt8PPqbnZxsbu3yrdb6Ni8rN6+m1ddGq6+NlVvWUN/mjZqA59i6dUrIIyI9xr+t3sR504bzE8Qa\n",
       "uQAAIABJREFUzOsfBpMNPvzCewwuK+LV9Xv47ODxDnG5Nod2BowVnzsjMpZXr17DgIkTFMezaE9d\n",
       "A2tC1nw88arF6XLx9Gsf8vRrH/LzZ7ZQc+REzGuHUD09CWEq+nBX6Bqm9+tyrzfGOIFyoBj/IKag\n",
       "/XcR6QOampqorv40bpnKytMz1BoRERHJBd1JMngE/w5XBcDfW2tHW2u/nppmZVasJIPxEmGVewr4\n",
       "q69UMXvCYNx5DpZGlIuWfDDVibWKnR6WTVtMnjOPPGcey6YuotjpiZqAp/+cOV1KyOOo24+jbn+X\n",
       "2yi9V3X1p7z9ve+w++++H/Xf29/7TsLBifRNgfj5+aEGll0xiX4FebjyHFx94Zm8+s6nXH7BaEaW\n",
       "l3SIy91ZkJtpseJzfZs36W+PI2N55eJFHN2xE2e/foz+9m1w8kSHcxzeozTW1qX65Ui7keVFLL5k\n",
       "PLMnDGb2hMEs+tJ4Wppawvrp0IH9on7WextbcuruXaw+nAoO79GYdy+SvYZx1O3H+/EnKWmPZFZ3\n",
       "7vddA3wBuBT4sjHmTeAP1trfpqRlGRZr/mVgfjJ0TB5UXOAKzvs0p5dx1oTBtLb6KC0u4J5bz+tQ\n",
       "V6L6umJq6VTunju6w4LzyAR/hzf8gYHTpwHQ0HYiqZQ8jW+8SvUq/1zPyiWLKZx3cbfbK73L0KIi\n",
       "Rpbk1jx86RmKC1z8eVsNf95Ww42XT2TMMA8HjzZiTi/jN29/wjcvn5gz8+JjCcRn8F/IdWX+fGQs\n",
       "HztzFo2bN/Lxf/wCCI/NkfPkNS8+PQYWuYOf/bOrBjP+9LIO/TTysz5X83o4HQ6mDZ4Q/DkVkumn\n",
       "0ZIUj7t3XPB3XZ/ktu6s+fidtfb7+DOW/ydwLfBMqhqWDbHmX5Z7CjoMFCL36X7s5Z20tPhYv+MA\n",
       "P39mS7C+aKLV1x3FTg/lRWUdHvd5BuDzDKDJe4C6FY9yeP0GDq/fQN1Dj9HkPRC3TkfdfqpXrQ6b\n",
       "a6w7ICKSCpHx8z9f3I7T6eSnazazfscBGptag+vlevq8+ESKnZ7gHY+uzp8PxHIAGk+w59HHO8Tm\n",
       "aPPkNS8+9WLl6IjWTwOf9bma16O+zcuKTavYWLONjTXbWLF5dbfXfHSmn4b1+5DfdX2S+7qz5uMe\n",
       "/Hc+BgAvA98C3khRu0REREREpJfpzpqPWuA6a+04a+13rLWvWGsbAYwxN6emeT2Xp9AVNh851jqP\n",
       "niDfM5hBy5YG50sOunEJ+Z7Bcc/xlQ+hcsnisLnGvvIhcc8REUlGZPy85arJlHsKoq696y1SNX8+\n",
       "VmyONk8+2bV9krxofTdRP+3KOT1BOtZ8pKKf6vok93W591trfxLn8K3Ag12tO51iJRKMPBYtOVCk\n",
       "GWPL+ZdbzqWgwIUnP48Z4ypi1p1KXUn4UzZ7PiVVEwH/YCQw7SrfM9i/QJGTELESpHDexYybOAnw\n",
       "v9njJbqqb/PiaGjGn7rllGQSYolI3+BtbMEBNDa3csYwD/9yy7nAqTg7tnIg/3LLuRS68yjJgYuz\n",
       "ZITG66mlU7nr/GE4cJDvLKC+zRsWx5NNDFs472LGGeM/NqQyWLZw7HjG/fjHFOS7aPQMSu8L68Nm\n",
       "jC3n77/hX6cwsjy5TRAC65e6k9crXSKvKUI/zyPXLcUSek0RTeh1RrT1HFHP2V/tL9Pex0MFrk8K\n",
       "Ctzq6zmod0T3JMVb8BV6bPEXDU+9/gHNLW1RkwMlU1+6dCfhTyAoHHrnNQ6ufByAYUuupWbtszGT\n",
       "VgW+TYiX6Or90f1YsWlVhzZp8WNuampq4v3334+bdVxb6EpnvftBHQ+9sJ0Lpg3nzc17uWDacF7b\n",
       "4L+4uPXqyTgdDn7xzNbg77myIDeeyHjtdDh4ZMuTnDNyJn/8ZF3w8amlUznw2h/46Oe/BGDkrbdA\n",
       "W1vM+BkWWyPKVlx0IXV/eovKG7+hmJsmr27axxO/swAs/KLh4unDkjrPU+iiorQo5Rm5uyO0j940\n",
       "fQltPl+Ha4xEX3SGXlMMWraUstnzw45HuxZI9IVk42uvUP3EkwBULryWwvmXdCjjKx+Cp8JDYw/6\n",
       "e0pyujPtKqfEW/AVmWRwzas2mCQwVnKgbCwgS0XCnybvAQ6uPLVYcd/qtQmTViVKdLXro3eTSnSo\n",
       "xY+5obr6U1786xu1ha6kTCDGThpTzmsbqoP/Hxo//7xjf84tyI0nWrxeX7OFqtPG8cdP1oU93uQ9\n",
       "wEc//2UwXh57Z13M+BkZWyPL1v7hDQZMnKCYmybVBxt4IiTJ4JOvWqoP5s72uaEi++j6/Vs6fY0R\n",
       "eU1x8OFVYRvadOVawLG/muonnjx1zfHk2uBdEOkd+tSdDxFJjrbQFRERkXToM3c+4i34ikwyuOiL\n",
       "Jrh4/PpLqyhw54V9C1fnPUlTS2vGF5ClYvFXvmcw5TddT+nssyidfRbDly7k6I6dMRd+NRz9jHrf\n",
       "8fBEV0sXUzx6FMOvuZqRt93K+DEzkkp0qHUffVNzczM1DQ3sOe6N+q+moYHm5uaky0nuCcTY7R/X\n",
       "Mf+syuD/B+LnNy6byLypwzhn8hBmTxjMbVdPyYkFuYncNusGCl0Fwdg4Z9g03M48Fky8LPj4DVMW\n",
       "0FJcxJjvfDsYl/uffU4wfjr79WP0d74NgKP+KJw8wei/+Q7Ofv1wuFz0nz0nLNZWXDiPozt2Kuam\n",
       "mLexBW9jC5WDilj4RRPsu9debKgclDvJL0MVOz3cNH0JM4dNZuawycwZOo3lM5Zy5fgvceX4L7F8\n",
       "+pKE1xiR1xTl37wubN1HrGuBuEkGh1RSuejaU9ccCxfgG1IZ9xzJLemK7ofTVG+3xEtY5XQ4mG5O\n",
       "A6DcU8iPvnk2Dgd8WuPljp+9CcC3vjaFoyeaeew3OwH4q69UZXwBWbKLv+IpcvZjz8ZNAPQ/axZj\n",
       "776HkpJCvBELzmvX/Y4jD68BoPSbSxh3r3+PgfrN77D3mecA/5qRyVMu4e65oxImOpS+a9UUF0Vl\n",
       "7qjHGg65mNXJcpJ7ZowtZ+yt5+EAvjirEocDLjv3DGz1ER5+YTvNLW3MP6uSNzfvZXZV/N34errQ\n",
       "efQ3TL2W8QPHUtSeZHDjvm1s3LeNG6ZeS3FBMQ9ueBSAvy/6AkdC4nLBjDmM+9fxNO7czsf//h84\n",
       "3G6GXvZV9j3rj70jv7mMwqqJ+EoCCdj8sRYHVC66tkM8l64LXd95+zVTKSzI4xuX+zdwaW3zZbNp\n",
       "3dbm87G5ZjsAs4ZMxdt8nBftqwAsnHRFUnWEXlOMPKtjlA5cC5R4/NcZyawHdZSWBRMjO0rLOLl5\n",
       "PXvuuz/uOZI7Oj34MMb8Y5zDPmvtP1lr58cpk1XRvk2rPdzAL57ZGgwim+znwUFKYF0HwF927Gfj\n",
       "rs+Dvz/6m51U3XIuozO8gKw7W92Fzr8E2PPgCsbd+xMKK8rxhryGhqOfceThNcFyh1eupuj/GAqa\n",
       "fex97NTj+1avZfTECRSXV1Je5KG2PvzvoEGHuN1uKsYPxTNsYNTj3n1HcLv9A45ky0luCsTfwE5W\n",
       "NUdO8EBIjH19YzXTxp3G/c9t83+xk4N3P0Ln0QM8snUtd8+9M+rj0wZPoLG1iQv6V1G34rGIuOwf\n",
       "TOx5aCW+1lYGTpvKvmefO1Vm5cPBL4QgPNYWVnjC4rl0Xej6ToDPDh7n2T98FPzdledgzLD+DB3Y\n",
       "L5vN7JLIPrl+/xY212wP/v7E9heoOn8sZa6KmHVEv6YY3+Gz3+cZQGGFh+Mff5awvMN7lD333R8s\n",
       "c2TTZgZOn5bwOSR3dCWyOwBfyM+0/+6IXjycMSYPWAGMaz/vFmvt9pDjlwP/ALQAD1trH+pCG0VE\n",
       "REREpIfp9ODDWntXtMeNMU5gVBJVXAa0WWvPN8bMA34MXNVehxv4KXAW0AC8ZYx53lr7eWfbGSo0\n",
       "f0e0PB+B+cj3P+e/rRq6fuNbX5vCX3bsB+DciUOpGjWIx1/2T7ta+uUqCt151B7u3E4X8fJ0HGqp\n",
       "BaDMVRGzXOR+2qH7Zyfaazsw/3LPgysAGHnLcqg/xtGdFsqHnXrOASMo/eYSfJv8r9UxfQLFeR5w\n",
       "+ada7Vu9FoBhixeQVx6+B3e8fCDJSHavexHJDbWHG/A2tgTjaiDfh9MBt14zhZXPv0dzSxsXzazk\n",
       "T1v25kwStoD6Nq8/f0lbIwDLZyxlXc1m8p1uzhl5Fk1tJ8l3FnDbrBtY8a5/S9I7zCKcTgdlTXkM\n",
       "LTmN05b/NU0btuJw5zPogvPh5Al85UOC8frojp0Mu/oq9j33K4BTc+fr/J9P9OsHbZ2Lm4qtiXkK\n",
       "Xdx+zVQ+O+jfevyMihKWfnk8uz45BMD4M8oYOrBf3Bxi2RQth0fg92Knh+UzlrK33n/dUFkyhKry\n",
       "M1n93vMALJp0BWWuiqh5vQJ1+DwDGPmt22jZ+xkAruEjovanwHVKh2uQkDUggefweQYw8tZbOPaO\n",
       "fzvq/rP9U6yObNocdo7kri6/S4wxt+MfOBRz6q7HTmBivPOstb8yxrzY/usZhK8PqQI+tNYebX+O\n",
       "PwFzgae62s7AXE23y8nCi8fx2Mu7gI77yMdaD3L0RDMbd/nHPlWjBlFRks+V88bgdDhwOh18r309\n",
       "SLL70sfL0/FW7ds88d7zuJ0urqy6hKe2v9ShXOR+2sX5nuA8yNCcHdH22g4IrsVwwIn1f+H99vOH\n",
       "L1zA3QUbONZ0nOUzljIUBwfb53EOM2P54Pv/y5/b41u3Meaf/xEfdBh4BOZyOtxuRiz4OtWr/K81\n",
       "2Tma8fav1zxPkdwTOl/+W1+bQpvPF8z3Ecjzcd2lVVT0L+BP79UwaUw5TkdSN9J7hDd2/4WVG1eH\n",
       "5e74+sSv8n7tR5w1Yiq/XPdI2LEbpy3E7D7BZz/8KQAXXnQhB9f9irbLLwmu+XD160fdn95ixIKv\n",
       "+5Op3Tue5g93cXTzFoZdeTkFQ4bgmj6HxjdeDcbYYVdfxf5XfsuIv/4rDuQ5T+UMiRE3lYcpeYfr\n",
       "T/LsHz4C4IbLJuDz+UKuC8qykvMrGdHyzETm5DrS5A2u8Vg06QocDifTBk8I1hHZT6Ll9fLV1bLv\n",
       "Of+ApXLhgg7tiKzDd/x4cD2Hz3uMk1s3sucX4f3Vd+xo8P3gGT+ewrkXM+7ecf5zNPDIed3Z7ep/\n",
       "ANOAJ4HRwI3AC8mcaK1tNcY8AvwMWBVyqD8QupWBF+hyLwudqzlpTDmPvbwr7j7ynkJX2MCjznuS\n",
       "x36zM3jO4y/vZHftcZ5+7UN27zvGf7+0o1P70sfL03GopZYn3nueVl8bVaeN46ntL3UoF20/7WPr\n",
       "1kXN2RG513Ykn2cAHD9G9ZpTe2nvffIpllfMp9XXxrHaGg4+FCMfyC/vI6+gf4eBR2NtXXAu54CJ\n",
       "E6hetbpTe3uHnp9or3sR6fki8yH9Zcf+sHwfobH1jS37+Mu2/azfcYBfPrs1J/J81Ld5uX/9ox1y\n",
       "dzy149dcNPo8/vjJug7HPti9hc8eWBmWl2PIxfOpe+LZDrk6qlev8d/ZOHmC3fc/yMG33mbv08+y\n",
       "+4EVOPbuDoux+577FUMuns+xd9aF5QyJFjeVhyl5dd6TYdcOR4+fZNUrp/J87Nx9KOM5v5IRK89M\n",
       "6O8HWmqC1x2tvjbWbH+BnbUfsLFmGxtrtrF3j+3QTyLzejn2fkT1E2tDcnI8hWPv7mA7ovU1786d\n",
       "HF6/gcPrN1C9+gla9n4W3hf3V1P9+Km+Xb3K/z4I3BWR3Ned+4OfW2s/NsZsASZbax8xxryV7MnW\n",
       "2huMMf8LWGeMqbLWnsA/8AidY+QhiZ2zKipiLMBOMB3KU1JARWlRzDq8TZ3bwSq0vmgcDR23CS3x\n",
       "FAJQUBh/IW2JpxBaOrfNaEGBm/JYfxvgaF1ep+qLbE9hRN2NtR2TMSY6pzPnJ1NHzL7Qg6Sjjams\n",
       "8/DhEnYnKFNWVgKQdLlEOlMu8rX29L9nOutMt263uZNTUkPFiqep+jumop5oMT3VCgqifzbk5SX/\n",
       "3WFk3PRP041fJiCX+m062lpQ0PnLpETXApmIL8n0Tber69cAQc6O/TAvz0lpe3ui9bVEorWroMCN\n",
       "J8bfLZf6qPh1Z/Bx3BhzEbANuNIYswEYkugkY8z1wAhr7d3ACaCNUwvYdwFjjTGlQD3+KVf3Jqoz\n",
       "3k5TgbUc2z+u47ovj+fxV/zTrm65ajK0tFJb66WiwhO1Dk9+Xtg5Sy8ZT2lxAa48R9z6YnOzbNpi\n",
       "Vm7xb1+7bOoi/9a0RVDcMpCFk67gifZvHq6ddDnvH/wY8G9/56t3Q34Zg5Yt5eDD/ptFg25cQnG+\n",
       "JzgPctjiBdQ89RwOl4tBNy6h3uXm+IF9wbmeoXMq69u8OMo8VC68luon/es3hl/7df6l7nXynHn0\n",
       "rxga9lyhdY+8+Sa8FHTYTaWiojxsfnLlksVUr/a/1pE338Tx440c934W85uL0PPBP8+z/1mzwuaG\n",
       "RnveU+dH/+/YGZkIYqneGS0VrzvUoUPHU1ImXeVCX2uqX3uu1ZluqWhz6Hq6sycMYXbVYFa+uJ35\n",
       "Z1Xy+kb/tKtFXzKUFRewqX15X6x4mqq/Y2fqibdGD9zcMut6Vr67hotGncuxk8cZ6jmNwcXlrN3+\n",
       "EheOOoe39mxg7hln88dP/dOuxo6ayojl4/jswYf9bblwHvt//zqDFl7NwSefCz5W99bbVC5eRKNn\n",
       "EEBYPK1cvJCWIaeHPTbsqivZ/9vfMeKvrmfQOefw0S/uA2LF3oIO8+6jx/TU9dtc6a+hKio8Ha4D\n",
       "BpQUsPhLhjW/s4B/zcfsqsFha0bjXQtkLr50vN7Iz8tjxIChAAwvHkwZpwWvOwAWTbwcnwM2H9gB\n",
       "wLDKcYxcXhXWTxpH9+PNzTZYp690FJULF1D9pH92fOW1X6dlyOkh7enY13zHjgWvWyoXLsAxqByH\n",
       "yxU83lQ+LKK/+98HjVH+brkaW/s6h8/XtT2qjTGTgGX4p1+tBS4G7rLW/luC8/oBj+AfqLiBu4ES\n",
       "oMRau8IYcxnwQ/xTwlZaa+9L0BRfoo4XuAW6e+8x3tpeA8A5E4Yw7Ux/UE/Ueeu8/pF7uacgrL7A\n",
       "AvbO5vmI/DALPP/2o9vYe/wAToeTovx+rNnmX1gYuTYkdFH5tiNb2fXRuwCcMWoSbYf8N4p8Az2s\n",
       "2ub/ILtp+hLGfXwiOOdy0LKl/PjEazS3tXDrzOuY0DAAtyuPrQWHefszf12zhk5l8sApYc+VaHFi\n",
       "4HVEW3De+NH7CffojnY+JL8oMkWDj3RPNk/YXzsr1cH3o48+YPfffT9mhvM9x72M+vE9AEmX+9Gf\n",
       "7427he4/nvM/ky43ZszY4GO5NFBIQ52501ddeXiPnwxbcL639ji793tp8/moHFTClDFlCRftZnrw\n",
       "EW+NXmhdnx7Yx/tHP+TDI58E13YsnnwVxa5CNtRsI8+Rx9jyUfh8rTyz42UA7hi/mBFFI8ABJ32N\n",
       "FAwpg/3td4qaGsHnw1ce/n2e74PtNHz4Ift/+yojrr+Oghlzoi44r6jwUPexfwFwvNibbExPhZzq\n",
       "r+1CX3/odcDWjw5R3b4APdm+G63OdLQzUuj1xhsH3uTpHf61pNdM+CrzBl8QvO4AqPQMoaWtjfU1\n",
       "W4BT1wHxFpwDNK77E+5+/lkczScaKZxzfod2OLxHg3k+ABz7/V88+IZUBo+HPgcQ7NuR74NkX3tX\n",
       "ZaCv9nldvvNhrX3PGPO3+Nd9/BOwwFrblsR5J4CFcY6/CLwY63hXBAYJ//H0lg65PJLZmSIw6Ait\n",
       "L/Tnik7m+Yj2DVp9m5cH3n2cVl8b04dOYuv+HcG9tlduWcPdc0cHzwvsZFXf5mXFplXBcnlbLVMG\n",
       "VwGwddvvg4/v+vhdCh94M7hH9sGHVzHrm+fx5rGd3Pfu49w9905KPIX88sWfBc/ZfGAHd88dRXFE\n",
       "ptJkhJYLDEBC9+xOtEd3tP3BRSR3VZQWdfiC5ierN4XlSuhpeT0icyBExuFQPuDd/e+xef+pHAmr\n",
       "3/sV0wZPYGON/xvxjfu3BfN6APyfnY9x99w7KXZ6yGeAP0+SJzDFKvpuQR/86087xtEYF2bJxF7F\n",
       "1uSFfvkYei3RE/tuqEB/3ddSzdM7Xgr2z6d3/pozB50evO4AmDlscliej1PXAQOi1gn+AUL1w/8Z\n",
       "7GMOl4txY87sOHBuz/MRuLsWGHSEHo8Ub9Ahua3LC86NMV8EPsWfs+MR4CNjzOwUtUtERERERHqZ\n",
       "7ux29f8DX7HWzrTWTgcWAL9MTbNSz1Po4tarJ+PKc+DKc/S4feSLnR6WTVtMnjOPnbUfsHDSFeQ5\n",
       "88hz5rFs6qKo37aFnpPnzGPhxMvZWftBh/PHj57ByOU343C5gutB1jd8HFZ3eVFZWF2xnrMrAvt6\n",
       "B55fe3SL9G09PR5Dx/gaLyYWOz3MGjqVuWecHSy/aOLlzBo6Nfj7hWecTWm/AV2OsV2Jo4q9qZcL\n",
       "fTeaYa5Krpnw1WD/u6bqKwx3jQzr47OGTO30dYCvfAiVSxYH+1jl4kW6YyEJdecd02it3Rz4xVq7\n",
       "wRjTo+fJxcrl0VNMLZ3Kv870v2nzPYM583x/zsbBrqEx5+ZOLZ3K3XNHU+IpxFfv5szSU+fMmjkm\n",
       "WBczYNw/n+6vo3wI/7fOP28+r7TSv/i8oTlYF8SeGhbrWCLB3CJ0fi2HEmGJ9D49PR4DScVER0Mz\n",
       "9W2NjO4/ijH9R3FB5RzcuChzVQBw1/n+Bb6O9v/NG3EOTpwUnWih2XuAfEehf95WhSfhHPeCGXMY\n",
       "d9cwf5mIaSuRAnEzWuyNVVYxNjm50HcDQj+35w2+gDGDRgIwwuW/HphaOpW7zvf3qUCfvWf6IFzu\n",
       "PPKLhib1HIXzLmacMUDsNRyOuv14vQehfQOFrqztVD/tPbrzrnnbGHMfcD/QCiwFPg5MvbLWvpOC\n",
       "9qVcTw4UoYl4Bt64iP/b+AYA3y+cx5GH23eNirJY23/nwsNzn7wSTFIYdk5Esr7Khdfy2TP+ZITD\n",
       "llzL/3b+mYaWxpgLKiG5hZeJhAaMZBNcKRGWSO/Vk+NxQKwvW7Yc3sJ/b10blkAwMjaGxs2LRp2D\n",
       "D3inehPfzptN7X89DUDFRRdycN07nLjiMqrXPAn4d7YqnHdxh+cMTSoYqwzAgdf+kDDJYIBibNfk\n",
       "Qt8N7X83TV/CkaZjrN3uX1L79YlfZe5pF3QoM/z9urBExrGSFYdKlBzYV19P9WP+OiuvW4qjuLjT\n",
       "yYTVT3uX7ky7mgyMxz/96j+Ac4By4P+0/5NOiEzEc+Q/n2BW8RhmFY/hyMNrEiaD+uRwdTBZUOQ5\n",
       "kcn6qp88lTBw3+q1LCib0yHpYah4yRFT8VpjvSYlwhKRnigQEyMTCIbGxsi4ebjxGH/Y/WcuH3IO\n",
       "J/7r6Q5JBkMTvgaTC4Zw1O0PSyoYrQz442aiJIOhZRVje6fI/rd+/xbWbn8xLBFmTctnYWV2ffxu\n",
       "h0TG8ZIVQ8c+FC05sHfHjuDv3p07Op1MWP209+nOblcXprAdIiIiIiLSy3Vnt6szjDG/M8Z8aIwZ\n",
       "Zox53RgzKpWNy2X1bd5O3R2IXBg48BsLWd/wMesbPqb0m0spnX0WpbPPYuQtyzvMd6xv81JSUMzi\n",
       "yVeR58xjfcPHDLxxUbCu/rPnhNVdee0Cju7YicPlYtjiBaw9/E6nFrZ3dzF6sosgtViyb2lubqa+\n",
       "1ot335Go/+prvTQ3pz+jtEgiJ9saufWs6/nw4O6wReY3TFlAYOFjZNwsLRzAhaPO4YUDf6HfX18T\n",
       "jGtDL/sqjbW1VC5ZFIzzlUuX4CsfgsN79NQ89yQX9vo8Axjz7duSipuKsbmvvs1LXcOhDo8XOz3c\n",
       "NH0JM4dNZuawycwZOo0Fky4L9scFE77KUNeIsD46fvQMBi1bGrY5Tb5ncNzrmcg+1H/2HEbeekvY\n",
       "NYtnwoTgcU/VhI7lE/RB9dPepzuTFh8A/hW4B9gPPA78F/6s5H1aV9dHvD+6H7tu8ifnmXDmEP6u\n",
       "+Ds4ceJ6awM1GzcB0M+MJTTrSORz/ej8/4EPH2WuCk6b4N/52OcZwMnN6xk4fZr/pH79GHrZV6Ct\n",
       "DVdpOT+cdAfF7QvWY0m08LKzklkE2Zly0jsc2TCKk56yqMdOeA/BpRlukEiEt2rf5on3ngdg8eQr\n",
       "Oa24gsbmRk4fOJzHtz1Dc1tLMO6Hxs3AoOSSkfNxAO7JM3FU7+WTX/rnsRedfjpH2uN88XjDyc3r\n",
       "OyQHLJx3MeMmTgLi50AYPP9C8s44018uQdxUjM1dia412nw+NtdsB2DWkKkMdPdn2uAJAAzM7w+A\n",
       "0+EIPgZQNns+JVUTKShw48svS+56xuk8dX3hdOI7WBfsy56xYym86BLGVU2goMBNY/uC88g+l6gP\n",
       "qp/2Lt0ZfJRba18xxtzTnlzwIWPM7alqWK7qTGKqyPNCEwa+ucly99w7yT94kE9WPRlM4FOzei1n\n",
       "TDC4K86I8Vx3Bp8rdBeJ0ERTRzZtZuDUKRze+K4/IdC9P6F8cBm19fHv1KRq692AriQtlN7L7XYz\n",
       "aEQVJaXDox4/fngvbnfsAbJIuh1qqQ2urQNY/d7zTBs8gTZ8rN3+UtS4HytuOmjj/X//Bb7WVkpn\n",
       "zuCzNafi/N5VTzBw+rSoyQGT3ca0M3FTMTb3JLrWiDy+fv+WDgkE7zp/aNh1R2hy4fIKD58c2Jfw\n",
       "eiby+gIHHNm4Kfh79RNrGVc1Ad+QSjwVHhoDSQa7kExY/bT36M6C8wZjTHCvP2PM+UBj95skIiIi\n",
       "IiK9UXcGH3cALwBnGmO2AKuA76akVTmss+sjAvM1o53nAJoHDWLo4mtPzQ9etAB3xRlRn+umaYsp\n",
       "qW/rsAtE5HzJysWLgms+cmHuZOi8ZxGRTIg2z73MVRFM4FroKuCb0xcxd9ScDms/AvE73rq/0Lh8\n",
       "dMdOhi9cEIzRwxYvoP+cOVHnuKc7Hire5obINR03TVscdq1R7PSwfMZSrhz/Ja4c/yXOGTa9wzVG\n",
       "mauCm6Yv4cKBE7hw4ISodSS6nom25qNy0alrlsprFyTMSROL+mLv1Z1pV0786zx+g38HkneqAAAg\n",
       "AElEQVSr3UpgRCoaleuSXR8RbS5l4LyPj+3m+2/8GLfTxcLJV+A+7esAfDp8GBOjPFeJp5DGN9/l\n",
       "/QfuADrugx05X3LsjFnBn3sy7e0tIpkWb577eRXnMuH8cXx07BMeetdf5oap1zJ+4FguPf0LwKn4\n",
       "He38UKFxuXz0CAqm+KN7Xrn/Ym3cveOAU3E63fEwsn4uiZ5HRHqG0DUdMwdP6XD8SJOXF+2rACyc\n",
       "dAXnVZzb4dpk3McnKHzgTQBGLq+CGeF1JHM9E209xrgq/zqSrg489Nnfu3XnzsfPgHeAKcAxYBrw\n",
       "/VQ0qjeIN9cXYufOCJwTmIdZddo4Htv6DA/tf42H9r/GA5tWdfg2rdjpoaS+LeE+2D7PgGBgCP25\n",
       "p9Le3iKSacnkNcp3FvDfW54Klnlk61p80CF+J5MXKTQW55VXBgcekcfSHQ+j1d9YW5ey+iW1EvXT\n",
       "0PVJrb42ntj+AodaasOuTZLtU4muZ6DjNYVvSGW37njos79369adD2vtG8aYx4GnrbV7jDF5qWqY\n",
       "iPRszc3N1DQ0xDxe09DAiOZmLRIXERGRoO4uOP//gC8ALxpjvgskTGxhjHEbYx41xvzRGLPOGHN5\n",
       "xPHvGWPea88b8roxZlw32thjxZtLGXpsZ+0HwTnG8daQFFaU97p9sLW3d8+3aoqL+2a7o/5bNaU7\n",
       "322IZEcy89yTjd+pyIsUkO54GK3+worylNUvqZWon4WuT8pz5rFw4uWUuSrC6uipn7E9tV2SOt25\n",
       "OlgK3Ah8zVp7yBgzBFiS5Hm11trrjTGlwGb8C9cDZgDXW2s3daNtaRVM+hQl2R8kvyXt1NKp3HX+\n",
       "MAoK3RS3DAyrY2rpVP51pn9LxXzPYKbNnZyw7kT7YDd5DwTrS1as15op2tu753K73VSMH4pn2MCo\n",
       "x737juiuh/Q49W1eHA3NQNfzGtW3eRk7YDR3nX9HWPyOPN8BFNe3gfdozPjV0Oal4NARvN4iaM+B\n",
       "EEu0eJjKGK14m1tC13wG8nQdaqkF/IOP8yrOper8scHfoeN1SrT/5oneI9H6XORj0X5v5CSEZSqL\n",
       "TX2xd+vy4MNa+xnwTyG//yDJU9cCT7X/7ARaIo7PBO5sH8y8ZK29p6ttTIdYi6C6klgw8hynw8GK\n",
       "TatwO138Xb/5HFz5ePB5ipNcbBXrTXrondeC9Q1atpSy2fMT1tVTFnwp8IhIKnQmTsf6omfL4S38\n",
       "99a1nDNyJn/8ZF3MuoqdHk6+u47348TQ7Ue3MXTjJ+x94jkAKpcspnBe/EXeofEwHTFa8Ta3FDs9\n",
       "lBd5qK33hiXADCwwD73bEav/h/43T/Qeidbnwh679RZoawvfuMDp7JAwMxnqi71Xd6ZddYm1tt5a\n",
       "e9wY48E/EPm7iCKrgeXAfOB8Y8xXM93GWGItgqprOJRwgWKkaIvF1tdsodXXxqziMRxc+XjKFls1\n",
       "eQ+E1Xfw4VXBuyCdfa0iIrkomYXkydZRddo4/vjJurh1JYqh9W1emvbu5eATzwXLVK9eg6Nuf1Jt\n",
       "UYyWULEWmAck0/8TlYna5+r2hz127J11HcocW7dO/VTCZGVSdntywmeAX1hr10Qc/ndr7bH2ci8B\n",
       "04GX4tVXUdH9+bTJ1OG/ZRiuxFPI8ShlSzyFlBfFrtN/SzN5JZ5CChO0MdZrqGs61OGxggI35RHl\n",
       "Q8+P9Vq72oZkZfv8TEhHG1NZ5+HDJexOUKasrCSputJRLvK19vS/ZzrrTLdUtjlVdXW1nmgxN1Gc\n",
       "TqaOWHUliqGx6ioocOPpxudRoP5s/72zIVfet+mos6Cw4xSpgkI3FaWx+1tkn01UJlqfKyjo/NTa\n",
       "ZK4lOiOX+qj4ZXzwYYwZDPwWuM1a+3rEsQHAVmPMBKAB/92PlYnqrK3t3LdXkSoqPEnWUcDI5Tez\n",
       "58EVAIy8+Sa8FFBR5F/4tXKLfxy1bOoifPVuauvj1enucI7T4WDzgR2sb/iYLy1bysGHV4U9jzdO\n",
       "G+O+hvwyBoXUN+jGJfjyy8LKdzw/+mvtchuSkO3zA3WkW3fbGCkVrzvUoUPRhtOdL5OucvH7bffl\n",
       "Up3plqo2p+r1d6+ejjE3NE7HW7MXOOYAbpt1A49sfoK5Z5zNHz9dF7Uuv0Qx1E3+8OEMWng1B59s\n",
       "n3a1eBGNnkE0duPzyFvr7SF/7451pVuuvG9TGq9baoPrjhZNuoI12/1LaBdNvJziloEhzxW//ydX\n",
       "pmOfa/QMCnus/+w59D9rVlgZnE6ObNoc/D3RtURn5Gps7euycefjTmAA8ENjzA/bH1sBFFtrVxhj\n",
       "vg+8DpwEXrXWvpyFNsb0/uh+7LrpfAAaR/djcvvjySYWDNXQeoJpgycEfz6n/GzunjsqWMegqplA\n",
       "auY9ls2eT0mVP4FVsgvOteCrb9IWutJbRVugC/HnuYcem3vGHP68ZyNLJ38tmFQwsq5QiWLoxAGT\n",
       "abjwDEZPmUpxQRGNCRacd7Z+6d1C13gsmnQFA/I9wWsKj7vj3eRkrlNivUcCovW5qEkGO/w+jhJP\n",
       "Id4kF5xL75bxwYe19rvAd+McX41/3UePU9/mDSaPAnhzs+XuuaOo4NQWi8k61FLL6m3PBevafGAH\n",
       "5vwxYYvDUv1h0pldrtLVBskNq6a4KCqLfkHVcMjFrAy3RyRVQhfoQvg8d4CVW9Zw99zRFDs9HY79\n",
       "8dN3mDK4ike2ruXuuXd2qCuaRDG0yOmBcg+eCk+Sdzw6V7/0TqFrPADWbH+BaYMnsLFmG+C/prh7\n",
       "7qio20QnkqhfR+tzkY9F+72wwpOyOx6S27QRv4iE0Ra6IiIiki59fvDhbWyBw7GnmIQKJPUJzIe8\n",
       "adpiAOoaDhFvz/hoAgmAnmifnxktAVCqdTYPiUiua2pqorr607hlKitPJz8/P0MtEmiPu4CnMPsf\n",
       "QcVODzdNX8L6/VsAmDVkaoeEgYGYP/f0Ofy5emMwoVu8fAiKt31Lpvt0mauCxZOvYmfdBwBMKB9L\n",
       "sauIzQd2AMRMbhmaB0QkW7If+bPo3Q/quO9Z/y3KW6+ezIyxibO5hiaP+uDox/zgjR8Dyef2CDUw\n",
       "38NlY78Q/DmdupKHRCTXVVd/ytvf+w5Di4qiHq9paODcf/sZY8aMzXDL+q6uxN10a/P52FyzHYCZ\n",
       "g6eEHQudJ+8ALj39CxQ7PUmvE1G87f2y1aeL8vqF9dvJA6eErRuNFC0PiEg2ZDzPR0/hbWzhvme3\n",
       "0drmo7XNx/3PbQt+c5FIsdODD7q1Z3x9m5cH3n2cX9nf8iv7Wx7YtKrTe8535rm6u7+9SK4aWlTE\n",
       "yBJP1H+xBiWSHt2Ju+mSTHwsdnoodnooav//eOco3vYt2erTsfpZoK9GSpQHRCST+vSdDxFJv+bm\n",
       "ZurjLDKsr/XS3Inds0KnUh0+XBJzm97KytM731gRERFJqz47+PAUurj16snc/5z/VuktV03u1FzN\n",
       "yLnAseZXpuv8zsjkc4lEc2TDKE56yqIeO+E9BJcmX1foVKpYyRAD06mkZ+lu3E2HrsTHeOco3vYt\n",
       "2erTne1n2VhnKhJLnx18AMwYW85Pbr8AT0kBtLR2+vxE+2Gn+/yAJu8Bfxbz/PCLu9AFj13JQyKS\n",
       "Cm63m0EjqigpHR71+PHDezu9e1ZgKpXknkDchZ6x4By6lqdpaulU7jp/WDDBW6z6HBCcDhOLw3u0\n",
       "PXu0ciDkomz16Xh9MJrzKs6l6nz/+rZ4A49Y1xQiqdIzIn8WeQpdVJQWdTlDZjL7vKfz/EPvvMbB\n",
       "lY8DMGjZUspmzweiL3jUoENEeoKeMugI1dn4mGhReaJF6QEn313HngceBGDk8pspmDGnK82XLMtG\n",
       "n+7KxgaJ7nbEuqYQSaU+u+C8N2jyHuDgysfxtbbia23l4MOraPIe0IJH6dUCGdj3HPfG/FfT0EBz\n",
       "c3PCsoFyIp2RTIxNpozDe5Q9DzwYjOF7HlyBw3s0ky9FclQ6PudjXVOIpFrP+/pJRCSBB5xnUJAX\n",
       "e5rBSeeRYBb2eGVDy4mIiEj6afCRw/I9gxm0bCkHH14FwKAbl5DvGUw+aMGj9Fput5th5tyYa0gg\n",
       "fB1JvLJdWW8iksxi32TK+DwDGLn8ZvY8uAKAkTffhM8zIAOvQHJdOjY2iHVNIZJqGnzkuLLZ8ymp\n",
       "mkhBgRtfyOIwLTAXEUmfZDYMSSYOF8yYw7h7x1PiKcSrBefSCanatCZUrGsKkVTSmo9eIN8zmPLh\n",
       "HXMaxEo2JCIi3effMCT+BVoycdjnGUBhRfYzvUvuSaYPdlasawqRVNHgQ0REREREMiLj066MMW7g\n",
       "YeB0/Jua/7O19oWQ45cD/wC0AA9bax/KdBs7o77Ni6OhGdC8cenZmpqaeOutP8Ytc955czPUGpGe\n",
       "LTRPkkhPpWsQyUXZWPOxFKi11l5vjCkFNgMvQHBg8lPgLKABeMsY87y19vMstDOhruyxLZIt1dWf\n",
       "8n9//+8UlRVHPd5wqJ6fj9StdhHFdskF6qeSq7Ix7Wot8MOQ528JOVYFfGitPWqtbQb+BPTIr2KV\n",
       "S0NyUcX4oQyZNjLqv4rxQ7PdPJGsU2yXXKB+Krks43c+rLX1AMYYD/6ByN+FHO4PhGZY8gIJ9x2s\n",
       "qOj+bfHO1uG/zRmuxFNIeVHX2pKN19Ab25CK15Bu6WhjMnUePlySsExZWeIyuVCus3VG/v2y9d+o\n",
       "p0llm1NVV7rr6Ups72mvLZV15VK/zZX3bSrqTPU1SDQ99bVnok5Jr6xstWuMqQSeAX5hrV0Tcugo\n",
       "ENqLPMDhRPXV1nZvtF9R4elCHe4Oe2z76t3U1ne+LV17/tTW0RvakKrXkG7dbWOkZF/3oUPHU1Im\n",
       "F8p1ts7Qv18q+lGkdNWZbqlqc6pef2bq6Vxs72mvLZV1pbpN6ZYr79vU1Jm6a5BoevZrT3+dkl7Z\n",
       "WHA+GPgtcJu19vWIw7uAse1rQerxT7m6N8NNTFo69tgWEZHsUp4kyQW6BpFclY07H3fin0r1Q2NM\n",
       "YO3HCqDYWrvCGHMH8Ar+9SArrbU1WWhj0vx7bHtS9m2DiIhknwYdkgt0DSK5KBtrPr4LfDfO8ReB\n",
       "FzPXIhERERERyQQlGRQRERERkYzQ4ENERERERDJCgw8REREREcmIrGy1KyKp87unn+HDP7wZ8/jB\n",
       "piaW//M9GWyRiIiISHQafIjkuLpPP2XKnj0xj69rbclga0RERERi07QrERERERHJCN35EMlxew7U\n",
       "8NGRQzGP76w/zvUZbI+IiIhILBp8iOS4ggkj2TgjdoKppu3HMtgaERERkdg07UpERERERDJCdz5E\n",
       "pM9rampi7do1AHg8hXi9jR3KLFiwCCBYLpYFCxaRn5+f+kaKiIj0Ahp8iEifV139Kfet/TMFxQOj\n",
       "Hj9Zf4Szzz4HIKlyY8aMTVtbRUREcpkGHyIiwDBzLiWlw6MeO354b6fLiYiISEda8yEiIiIiIhmR\n",
       "tTsfxpg5wD3W2osiHv8esAyobX9oubX2/Uy3T6S3aW5upr429q5Y9bVempubcbvdWalPREREer+s\n",
       "DD6MMX8LXAccj3J4BnC9tXZTZlsl0vsd2TCKk56yqMdOeA/BpdmtT0RERHq3bN35+BD4GvBolGMz\n",
       "gTuNMUOAl6y192S0ZSK9lNvtZtCIqrjrFTpzlyLV9YmIiEj3GGP+GthjrX09222JJSuDD2vtM8aY\n",
       "M2IcXg38AvACzxpjvmqtfSljjRPJMd6jxzj26cGYxxv2HDn189HPY5cLOZZoOlVn68tkuWw+d6J2\n",
       "iYiIpJO19r+y3YZEHD6fLytP3D74WG2tPSfi8f7W2mPtP98KDLLW/nMWmigiIiIiklbGmHnA3YAP\n",
       "eAM4B9gJTAPeB74BDAJWAh78X9DfABwDHgLGAw7gr4Al7ec+BzwMDANagG8CjcAa/BtOHQYWWWs7\n",
       "JrZKsx6125UxZgCwzRhTbIxxAPOBDVluloiIiIhIulwO/Ie19jzgI/wDiWettefiH5B8BfgB8Li1\n",
       "dj7+ZQt/i38JQ0P7F/m3AtPbywPcDGxp39jpTuAeYBb+gcl8YAUQPWlVmmU7z4cPwBizGCix1q4w\n",
       "xnwfeB04CbxqrX05mw0UEREREUmju4G/N8Z8E1iH/+bAG+3H/gKMxX9345z2WUEu/OunR7eXp32j\n",
       "pk3GmH9sPy9QPrD1SzPw6/bHfwMcCJybaVmbdiUiIiIi0tcZY27H/4X7TmPM8/inXV1urf2LMWYl\n",
       "sBa4BHjFWvuyMWY2MBL/dKoLrbV/057C4rL2x3YBQ4CT1tr7jTFjgC/gH7CUWWufMsbc0X78F5l+\n",
       "vRp8iIiIiIhkiTHmPOCn+Ndy7AVGAfuB4cC71trbjTEV+Ndw9AfcwI2ABR4AxuGfTbQMuB7/1Krn\n",
       "gf8EhgLFwPfayz8JtAFNwDJr7b7MvMpTNPgQEREREekhjDGvA9dYaw9luy3p0KMWnIuIiIiISO+l\n",
       "Ox8iIiIiIpIRuvMhIiIiIiIZocGHiIiIiIhkhAYfIiIiIiKSERp8iIiIiIhIRmjwISIiIiKS44wx\n",
       "k4wxF2S7HYlo8CEiIiIikjoF7+zYf9uft+37m/oTzQMy+LxfByZk8Pm6RFvtioiIiIikhnvt799/\n",
       "cdUru77U2ubjqnlnbrjigtFfLB/Y70hXKzTGjMOfrbwZ/42DJcC3gPOBPPzZ0d9u/9eIP8v5QOB/\n",
       "t/9+EH9G9HzgCcABFAK3WGu3GGPuBmYCg4At1tobu9rW/8fencdHXR36/3/NJCEhZCTEhD3IIjls\n",
       "sroisrjU3YoboLZVce9t+2vv/bbX9i528bb3er299Vq1KlatCu6IttXWBdwV2WU5ICAEZUkIxCEh\n",
       "+/z+mIXZMhmSmclM8n4+HjzI5HM+53Nmcj5nPmePh3o+REREREQSYMP2/bOfe3PLN5qaPXg8sHjZ\n",
       "5ydu2L7/1g5Gezbwke//fwcuBYZaa88AzgR+BtTgraD8j7V2OfAHYLa1diawDPgX4CSgEjgfb+Wl\n",
       "lzHGBVRZa7/hO36qMWZAB9MbU3YyI28PY4wTeAQoA1qAm6y1tnNTJSIiIiISm8PhaHI6HUdee3/X\n",
       "3MFoFwA/AV4DqoHVwBRjzNu+49nAUP8ljTHFwNfW2t2+370L3AX8GBgJvIy3F+VXwGGgnzHmaeAQ\n",
       "UADkdDC9MaVjz8c3gF7W2mnAL/B+WCIiIiIiaW300KKX55xdtiSvRxbZWQ6uPLvs/TMmDrq/g9F+\n",
       "E3jXWns28DxwPfCWtXYWcA7wHLAVb6O9E+8wq2OMMf19588ALDAT2G2tPRfv8/V/4O0FGWytvRpv\n",
       "D0pPvHWmpEm7ng+8NbDexhgH0Bto6OT0iIiIiIjEo3n2zOMvP760cE5zc0vexLK+C4HaDsb5KfC4\n",
       "MaYBb+XicuBaY8w7eHsqXrTWHjLGrADuBjYANwEvGmNagCrgOl9ci4wxt+GtA/wcWAf8qzHmLWAP\n",
       "8DEwENjRwTS3Ku0mnBtjsoE3gAF4J75cbK39sHNTJSIiIiIiHZWOlY+f4h129TNjzGDgLWCctTZq\n",
       "D4jH4/E4HEntHZLuJamZSflVEkh5VTKJ8qtkCmWkJEvHYVe9gK99Px/AO+klq7XADoeDigp3hy5Y\n",
       "UuLqUBydfb7SkJjz/XEkUyLya7hEvG/FmZlxJlMi82qi3n+6xZPIuLpDmpJJZaviTGScklzpWPm4\n",
       "G/ijMeZdvBWPO6y1hzs5TSIiIiIi0kFpV/mw1h4EZnd2OkREREREJLHScaldERERERHpglT5EBER\n",
       "ERGRlFDlQ0RERESkizPGnGuMuekoz7nTGHNLItORdnM+REREREQyWO6Kr9bNb25p7jG2r/ljrx49\n",
       "qzs7QQDW2tfbcVrC9+RQ5UNEREREJDFyXtrw2pJn17/6jZaWFi4yZ19zQdmsc47N73OwvREaY14A\n",
       "fmetfccYcyJwJ97dyEfiHcX0L9baZcaYzwALNAD3Aff4fq4FrvD9M9baO4wx/wJ8E29d4AFr7UPG\n",
       "mH8E5gBNwDvW2n8OS8c9wOm+l09ba+81xjwGFOHdGPxC38JRMWnYlYiIiIhIAmyq+Hz24o2vf6O5\n",
       "pRkPHl61b5y4qXLrrR2M9mHgO76frwdeAyqttTOAS4Hf+471An5hrZ2Ht2KxCJgBPAD0wdeLYYyZ\n",
       "BJwHnOz7V2aMGQdcCZxmrZ0KjDTGXOhPgDHmImCotfZUYBpwte8cD/Cmtfb0eCoeoMqHiIiIiEhC\n",
       "OByOJqcj6PHaAQ4czR2M9m/AycaYPngf/McAFxhj3gaeB7KMMcf6wlrf//8BDALexNvj0RgUXxnw\n",
       "ibXWY61ttNb+EzAK+Mha60/ru8DYoHNG+X6HtbYJ+MiXDoDNR/NmVPkQEREREUkAUzzi5cvGnr8k\n",
       "NzuXLGcWl40+7/2pQ6bc35E4rbUtwHPAg8BLwEZgobV2Ft4ejmeBKl/wFt//1wKPWWvPBNYDNwdF\n",
       "uQmYbIxxGGNyjDGv4a1AnGKMyTLGOIDphFYqNuKt+GCMyQGmAlvCrhkXzfkQEREREUmM5ovN2ZcP\n",
       "7zNkTnNLc974/qMX4p1z0VF/BD4H/h/e+R4PG2OWAscAv7fWeowxwZPDPwEeMcbUAM14Kx8zAY+1\n",
       "do2vwvE+3o6I+621a40xzwb97l1r7WJjzATfOX82xsw0xnwA9ACesdauMsbAUU5KV+VDRERERCRx\n",
       "msb2LXsqkRFaa8uB3KBffSdKmOFBP38CnBYW5PGg478BfhN2/m+B34b97udBP/+/KNe8Pr53cISG\n",
       "XYmIiIiISEqkZc+HMeY7wHW+lz2BCUA/a+3XnZYoERERERHpkLSsfFhrH8fXNWSMuQ94RBUPERER\n",
       "EZHMltbDrnwbqYy11j7S2WkREREREZGOSevKB/BTvLs4SjfmcFfjcFd3djK6LX3+IiKSavru6boc\n",
       "Hs9RrY6VMsaYQuA9a+24NoKm5xuQhNj71lK23uddHnvEP9xOvzNnJvuSjiTHn1H5tRM+f4mf8qpk\n",
       "EuVXiVsnf/ckO692e2k558NnOt5dGdtUUeHu0IVKSlwdiqOzz++qaXC4q9l63/14mr2bbW79/QNk\n",
       "DT0ej6t3Uq7vjyPZOprGcIl439HirNy266g+/3jizJT3nilxJlui0pyo959u8SQyru6QpmTLlPtW\n",
       "ccZ2NN/9mVq2dpQx5lxgiLX24TjC9gP+zVr73VaOTwAusdb+MsHJbFU6Vz7KgK2dnQjpXI6cHAon\n",
       "TgCgesPGTk6NROPvFm9vpSSVMimtIiJdhcNdTR31hG5TEXoculTZnFu1/NP5nqbmHr3Hj/tjdq9e\n",
       "CR0/Zq19/SjC7gWiVjx8x9cAaxKRrnilbeXDWvvfnZ0G6VweV28GXzab8meeBaB0zlVdqWBKex5X\n",
       "b4bccjM7H/I2rAy5+aaIz79+5cfs/MND3uO33Ezu5FNSns54ZVJaRUS6irbK3mjH2/ruSXM5u55/\n",
       "ccnOhc98w9PczKBLL7lmwEUXnJNbXHywvREaY14Afmetfce3GNObwP3Ag8CrQCXwF2AZcB/gBvYB\n",
       "dXjnTi+y1p5mjFkLLAXG4x2q+E1gMnCLtXaeMWY+cCuQBSyx1t5pjPkHYDbQy3ed2dbaxva+F0j/\n",
       "CefSDfknmTkq91D+zLN4mpvxNDdT/uxzOCr3dHbyupXcyadQdvc9lN19T8QXhsNdzc4/PBT4++x8\n",
       "6OFWJwc63NXUVVSmIsmtXj/etIqISGK0VvYG/4t2PNZ3T7r7esPG2buef/EbnqYm8Hj4cvGSE7/e\n",
       "uOnWDkb7MEd2NL8e74JMfv2Ac6y1d+OtjHzHWnsW3tFD4XOhXMDT1tqZwJfA+f4wxpgS4CfANGvt\n",
       "ZKCHMcYFFAFnW2tPxdtpcVIH30v69nxI9xTcAnL8P/2ok1Mj0PFucPU4iIiIX1P5drb97v8AGP6D\n",
       "77UaLsN6O45wOJpwOoNf43A4mjsY69+Au40xfYBpwIqgY9uttU2+nwdYa/1j1N8F5kaJa5Xv/3Ig\n",
       "L+j3w4HPrLX1ANbanwIYYxqBhcaYQ8BgElB3UM+HpI26isqQFpBtD/yB0qvn4sjOxpGdTem8uXiK\n",
       "+3d2MsXHPyzL//eJ1jWeLj0O8aRVREQSK6LsnX8D2+9/MPCdsP2BPzDkxvldqmw+ZvSol0uvumKJ\n",
       "My8PR3Y2g6+47P3iaaff35E4rbUtwHN4ezZeAoIrMy1BP5cbY0b7fj6tlehaWxluKzDKGNMDwBjz\n",
       "jDFmOvBNa+1c4Pt46w0drjuo50PSVkttLT1PPJmysScAqOKRhrxd46OA9G+lyqS0djV3/ea3/Pmv\n",
       "f4sZ5sLzz+Pm+TekKEUikir+srfAlcehQ3V4Go9MF/A0NpI3eixld9/jfd01yubmQZdecnnB8SPm\n",
       "eJqa8gonTlgI1CYg3j8CnwP/D5jFkUpEcGXiduBRXy9FA7ArSphggTistZXGmP8ElhljPMASYDlQ\n",
       "Y4x5B+98j5XAgI6+EVU+JG3klRRHTjLr1Rt6RS+MuuDqGBkp1ucfz6R16fqas4/h2BNjD3ludOxL\n",
       "UWpEpLN4CqJ8JxR0ye+Ept7jxj6VyAitteUcWS7s8aBDU4N+Phm42FeR+CVQb63d4Q9jrR0WFN8d\n",
       "Qect8/3u8bC4Ac5KzDs4QpUPSSvxtk5rHkHmCG71creyzGIqKM+IiKRetLJXvdBJsxf4m6/n4yBH\n",
       "JqmnFVU+JGXi7alo63jwPAKAnQ897C3IMmBjoO4i/G/tcfUmr8SFO8GbQR1NeqLlGX3xiYh0XGvf\n",
       "7yp7U8ta+wLwQmenoy2qfEhKqNW5+9DfWkSk+1CZL0dLq11J0iV6xSOtXJS+0mV1q3DKMyIiiddW\n",
       "ma+yV6JRz4dkJI0ZlaOlPCMiknrpMu9P0od6PiSp/C0gQ267NaLlw7+7aTxxRAvncfXWQ2QaCP77\n",
       "tNbKlYodzuPJT8ozIiKJE6vMD+8BySspPqq42yrTU/G9IsmRlj0fxpg7gIuBHOA+39JfkmHCx4GW\n",
       "/fc94PEWQvGOEdVY0vQW7e8T3sOQir+h8omISOdIRpnfVhwq8zNb2vV8GGNmAomjdMIAACAASURB\n",
       "VKdZa6cCM/Fu9y4JEG9PQ6KuVf7oHymcOIHCiRMo/+NjgYpHvPMC0nX+gHjF+vv4exiO5m8d/vuj\n",
       "6RlTPhER6XyJKI/bikNlfuZLx56PbwDrjDGLgWPw7uQoHZSIVoJ4l8p1uKuhoY7iaadT8fZSAEpm\n",
       "zQTHUV9SuoH61cv5+uOPATjmlFPInXiSWrVERDJEcHk9/Affi+uctp4nHDk5FE6cAED1ho0JSKWk\n",
       "k7Tr+QBKgCnAFcCtQEJ3iOyOEtFKUL/yYzb/04/Y/E8/on7lx22Gq3jpRSreXhq4ZsXSZeDxhol3\n",
       "9QutkpHe4vn7eFy9Kb16XiBM6by5IWEch6o5vGkTB1eu4uDKVRzetAnH/r1HlV+VT0REOkf488X2\n",
       "B/7AkBvnxyyP23qe8Lh6M/jKKzi4eg0HV69h8BWXh8bh8DZo+q9RMnOGGjczTDr2fFQCG621TcBm\n",
       "Y0ydMabYWtvqrKKSBGwu19E4Ovv8WHHUUR/xuwJXHnm+8HUVldRV1FMSZTJYXUUlje5DbAnbJGjy\n",
       "gxMjJo/VVVQeKYQaGyNaLoKvyblnUzx5IkBIPBHvoZVwrUnE55hsyUhjIuOMlR8itPH3qauoZNuf\n",
       "/8Jx3/kWALsWv8yEGWcEwrrd+wOVVICKpcvoe/ZZEfGE5J0wJSWuo84nbUn3v1GqpDLN+fk94rpe\n",
       "otKUyPemNKWHTLlvMy1O/6TuqGV82POFp7GR4pOmUHzSlKjnuKiP+jzhl1dSTF1FJVueXhgIU75w\n",
       "EZODvjfqqGfLe+9TOGE8AJXvf0Dp3Kta/Y6Q9JOOlY/3gB8A/2OMGQj0AvbHOqGig7sml5S4OhRH\n",
       "Z5/fdhy5DLnlZnY+9DAAQ26+CTe5uCvcMYe3+I8VTp4UEeMhdx1uQq8XfNtXb9zEgIsu5KuXFgNQ\n",
       "evW8wDWD0wUEftf6ewgN15pEfY7J1tE0hkvE+/Zr33Cn1v8+jpo6+p05ix2PPQHAwNmXcqjmSN5x\n",
       "RCmCGnN7tZpfw4W+9/jySVsS+XkmO85kS3SaY6mtbWjzeon6HBP591Ca4o8r2TLlvs2kONv+Tsil\n",
       "9Op5lC9cBEDpvLkhy+kGl8clJS4OuetCznbk5FC5fAU7H1kQuEbeyFER6Ql95sil9Ibr4/qOaI9M\n",
       "qnBnqrQbdmWt/TOwyhjzCbAEuN1a6+nkZGU872oU91B29z2BwiPWcCyHu5pdf3qSgZdcRP6QUvqe\n",
       "c3ZINyoOIobC5JUUB4a/9B43hq9eWhyIu3zhIk0IS3NJmcR3+HBIPvhq8ctw+HDgcGtDpnInn0LZ\n",
       "nf9O2Z3/rvkeIiKdIJ7vBIe7ml3PPU/hhPEUThjPrudfaHuY7G230ufkE+lz8okMu/1Wdj6yIOQa\n",
       "OGhzKG3u5FMo+9WvOOHu/9R3RAZKx54PrLU/6ew0dEVHNQ7eCf3P/Uag52LQZZdSdtdd0COPuq2b\n",
       "2fyPPwIiW0ICS+7VH+bgilUJTb90UU4nhZMmBn4GqFv2BuVPLwS8vWZ5M87urNSJiEgMnsZGDqxY\n",
       "CYAjO47HypaWwPPBMZMm48jJCQyxCojyvRBMi5JktrTr+ZCOibU8qaNyD47KPYGfqT/MkO/eHr11\n",
       "IazF+suXXgaPtwNq5wMPxmwJ8bh64ynur0nAGSbezaLCBeerwO9853iK+0dOOC/uHzjuOFTNzgce\n",
       "5MDyTzmw/FN2PvgHHHvKKfeN9w30mlXuSelS0SIi3UWsjXzjWVTkaL7rI5bhf+JPDPvubYGekCG3\n",
       "3gIeIr8XaqoD3zVaajfzpWXPh7RPrJaAkJbkOVey68XFeBobKb16HmX33ENBr7yQcZqJEL7xkKQ/\n",
       "/9+swOXND221LkXroQg/J2/G2ZSNHUdubg51rmNDj984P3qrV5imPV+x7f9+32o6RETk6LVVxsf1\n",
       "Pd5GL0UIByHL8Pc9+yyaDtUc6Qk58aSIlauc+fkc/vQTyp/2zisZduvNcb47SVfq+egiQlaaCp+/\n",
       "UbknpCV510svM+D8cymcOIFdz78A7q8jI8zrGWUpO0dcYzGD+Tebk8zhcfUmr6S47Y2ewvJV+cJF\n",
       "OPaUR55TE2NzqAWPMuz2W0PzU//SkN6SIddezfYH1colIpJI8fYgxPoed7ir2fX4E+QPHkT+4EHs\n",
       "euJPsctnDyHL8DccqIqc8+EJfc4YftstlD+9KBDmi0cfY8gN12tkRQZTz0c348jJofj0qXy15FXA\n",
       "u1Z2zZrVbP73xaGtHh6oDFvKrrG6moMrVzHktlspu/sebzDd8BJDPC1W2aXDIvKTv7fE+6Innj9p\n",
       "ux8RkbQTNj904OxLE9KsHdzjQv3hkGOexkbyjh9J2d33BHrpJbOo56OLCF5pypGd7R03CRHj7gsn\n",
       "TYjY/K9215cRrR4eV29Kb7ieg2vWcnDNWopPn8rB1Wu8LdwLHo0oDKTraWssb9T5HP1LY7ZYHVy5\n",
       "kpIzZx3pUZs1ExzRW9Y8xf29/wpCV0cZcustqvSKiHRQQjZobWNFwwgO71Arf3meW1zS5qaEUb9r\n",
       "ju0X6KWXzJO0ng9jTBEwFyjmyAg+j7X2F8m6ZncXaClwQN3mTWz+pyMrUgVakpsaI1ah8jQ0xI6v\n",
       "/jBb7rwzsHFg8elT2fyznwXi1vj7rqut8b7BPRSe4v4R50SrpDqCxgc72hof7Be8OsqJJx3VexAR\n",
       "keg6Y26mJ6g8LzlzFnljxkb0frc2dxCOfNdI5kpmz8diYFbYNRythJUE8bh6e1eKiDKO01PcP6Jl\n",
       "unTeXKo3bIy5koWnuD+lvvGV4T0nGn/f9YX3SoSvjOLvoYh2TniLVeHkyex7483AKib73nwLPG2s\n",
       "0qaVTUREkqYjczPbWtEw8gSoeOvtI6Mv3l4KLaFpaK3Mj/ZdI5kpmXM++lhrpycxfmknT03NkZUp\n",
       "srMZ+R+/aXPcpPbvEGjf2urBq13VRylymsq3s+13/3dUcYqISHoI75XQHhzSlmT2fHxmjDkxifFL\n",
       "K2KN43RU7qH8yacCLc+7Fj0DNVFWu/IJbr3Q/h3dWyJ6ICLy5vwb2H5/2/vGKM+JiKQvf69E1O+J\n",
       "Q97niLqKyvjKcwdR5wZK15Hwng9jzHbfjz2Bq4wxXwFNvt95rLXDE31NiRTPOM7A/I1/vxOIbKFo\n",
       "rfVC+3fI0Yi2F0hgTojDu3JJW5TnREQyjyMnh7qN69n5yALgyLNEm88n7ZkbKBkjGcOuZvn+9xBZ\n",
       "V/Uk4XrdgmNPOQCe/qUhPREANS1uHLWNQE7IOeE3tcNdDbk9Kb32Gsqfejpk/gbAzocepuzuUYFd\n",
       "rf2tF+HHpHvyuLyrTn39yccAHHPyKd684tvdPNpYXEflHnY99zyFEycAsOv5Fxg5dhzk9vSeU+Bt\n",
       "Bdv50MMAMXs1lPckkzU0NFBevqPV4wcOFFBVdYjS0uPo0aNHClMmEsrhrqaOevANxa5pcQPQy+mK\n",
       "eQ5Efk8UnXEG2/733qN7lvDAvjfeDJzjyM6m8LwLI559JHMlvPJhrf0CwBjzgrX28uBjxpg3gbPa\n",
       "isMYsxLwj73YZq2dn+h0ZgKHuxqccPiTjyhf9CyOnBwGX3Yp5c88B3hbED4fkc+Gz1cAMGrEZE4o\n",
       "HB81rvrVy/n6Y99D4ymnUHbXXdDY0K75GxrPmTnaU1g7Kvfgdu8H17ERx5qqqwJ5ptcoQ927b1H+\n",
       "pHcPDn+vRmhkjpDdbEtmzaTlYBWf+1Y2GXLLzZCdHf/uuCIZqrx8Bx/88PsMyM+Penw7sLu2lqm/\n",
       "vZcRI0amNnEiPuHf75uH9+ThVU8DMH/iPCb0mRBRGQk/x1N3ONDU7GmoT0i6mnZ9wbb/vTdwDT13\n",
       "ZLZkDLt6CZgIDAwaguW/1s44zs8DsNbOaitsV+a/mQdeeglfLV6Cp7mZwokTKH/muZAWhKIb5zLx\n",
       "4XcBaJiTR+3MYeSHtU44DlVzeNMmDq70PjTm9O5N3vFlkJtHyayZVCxdBuDbxdx7jsfVm2PnX8P+\n",
       "R72FzrE3XK0ekQzTnkpitCFSfs2V5Xz19LOBv/2XTz9D4aSJgdflCxdRNnZcaA9Ij7yQ3rWKpcto\n",
       "Olwbkn8KJ03kwPJPATi4ajVld5cpP0mXNCA/nyEFrbcei3SmaN/vm2+ZQbOnBYAFaxZx+4m53L/8\n",
       "McBbGZmYPTTinNK5VwWeN3oUFVE696pAo+nAS7/Z9mxjBxHPJgfe/0DPHV1IMpoZr8M79Op1YKbv\n",
       "51nAacCMOM6fAOQbY143xrxpjOlW1VuHu9o7KfzRP3pvtJaWmOGzV2wKTOzKfWkZuVUHIycB1x2O\n",
       "2FgQX8uEfxfzwgnjqXz/g0BrRU2Lm7sOv8WKG09nxY2nc1fd24HWDkl/7Zkc7qjcQ/nTCwPnlC9c\n",
       "FBhS1V711EX8ztPQ9hwPERFJsSj7Mg3PLQl5/UH5cpo9LTR7WliwZlHUMt5tNwe+R/a9+RYtTU0M\n",
       "vPhCBl58IXv+9vfYmxBC1GcTf8VDuoZkDLuqBqqNMfcAxwUd8gD9jTGfW2sPxoiiBrjbWrvAGDMS\n",
       "+Ksxpsxa2+pTeElJx1uSOhpHIs7f+9ZStt53v/f1rJlULHuH3a//nYGzL+WrxS9TvWEjpXOupPzZ\n",
       "5wEYdvONfPHoY8CRyePbfnYnACP+4Xb6nTkTwDd2M1RBcR/ySoppvuUmtv7+Ae85372N4uGDvfHV\n",
       "NtLY0sS7X28EIMuZRYErj+J+RVTdeC2VC7xDbYrnXxM4J1GfQ2eenwrJSGN4nFH/5q488mJc2+3e\n",
       "H/G73NwcXP5zSsZQP+dKvvTlv8FzrsThdHJw1WoASudcSfHo0OEilb0aOXbOpex/9mUAiq+6FGfh\n",
       "MTh85xTPv4be+YWBOILzYLxS8Xmma5zJlso05+f3iOt6iUpTIt9bPHEdOFDA9jZDQVFRQVp8pyU6\n",
       "nlTIlPs2XeOsoz6ix+GYfsPI2pcFwPzJc3hi1fMh5+T2D+3ZGHLNXMqfCQ3j7NGD8udf9MY5a6bv\n",
       "+SNGektcEc8mBH3XhH9PZFIeFS+Hx5OcOeDGmDeAk4A3fb+aCewAjgH+1Vr7dCvn9QCc1to63+uP\n",
       "gcustV+2cilPRUXHWuRLSlx0JI5EnF+5bReb/+lHoROsJk/k4MrVDLn9NvL69gW8E84b3HsB6OHq\n",
       "553L8cnH5JeWsvvPf6Wlri5wftmvfgW5Pal3NlD76ush4+7zL/wGPQq8cTrc1VH3+VhzYA0L1iwC\n",
       "YP6EuYzsPZy6ljr+68PfM7Gnt165vHYbv5j2Y3o5XWnxOSYgLyR7Qb8O59dwrb3v+pUfh0zkbmvY\n",
       "VW2Lm7qlSwMVhWOvupS8mTMCw/gc7mq23PETeo8dA0D1ho30mTyJvL7elrE9b77N8T//ZcSGhJ//\n",
       "27/Q/+wzA2HWfedU6hq9laPltdv45bQfk11TC3jzdCLee0dkUJwZk1cfePxZlu8ujhlmSt99fPeG\n",
       "uTHDJOpzTOTfI964tm7dwvaf/XPMYVc7D7kZdtdvOjznI00/p4zJr34ZVBZ0KE7/qIbGlgZ2v/cm\n",
       "xZv3AVBZ1o8B084kx+ldAKGX0xXxXDCxuR+f33VXoIzf+867DLrsMnb+8TEAhsy/gfLHnwh9Nrn7\n",
       "nriGTIXPWYw2hzFDy9ZuL5mbDDqAE6y1OwGMMQOBx/BWQpYCUSsfwPXAeOC7vnOOAXYnMZ1pq+9l\n",
       "V9B33re8+2v4frfmwBoWrPaOyb9p0tWUtbRwcMUqDq5YFegt8S9duu+F5zm4chWlN17P/o8+pnCC\n",
       "dzJ65XvvM+SCcwLX8bh6k1fiwh12A0/oM4FfT/eujLzt6+3887K7AJg+9BTe27GcxpYmspxZyfwI\n",
       "pAOOdnlaD/BfOSu48nvedSIWHPiEfw0bKelpbOTAipUAOHv2JLekhK+WvAoQfS12Bxx7yskhYVpa\n",
       "mgM9annZuWw6uIXH1jwLHJnQKCIiyRf8TPHtCVfwfNYGJk72Ny6u5WfMDFnlKvi5oJfTBfv3RpTx\n",
       "eSPLKPMtKhLvcurRhH9vaY5H15HMpWUG+SseANbar4ABvmFZsSwAjjHGvAMsAq6PNeSqq4i68U5x\n",
       "/5CbrabFzYLVCwPjLTdtWxkyrr9i6TIKJ03wbsozcwYHV6/xjt1f8BgD5l/LwTVrObhmLUXfuvKo\n",
       "WpjrW+p4bM2zgeu+s+MTxvcfTZYzi/kT5tLL6aKmxU1lbVUyPhrpAI+rd9wFdi+ni3njZvN4xTs8\n",
       "XvEO88ZeGvKlE55Hh952E7tfeTUk/zV4vK1bNS1ub2uah4j5RqcNnsKUgScwZeAJ3Dzl2pC8tWDN\n",
       "okArXCAOERFpl1jlaPgzxRNrX+CaCZdRW5BNbUE2V4y5kKLskog4ejldge+GZk9jRBnf3NIQ+O7x\n",
       "L6euTWIlWDJ7Pt43xjwNPAVkAXOBD4wxFwKHWjvJWtsEfCuJ6UpbidhIbde042Ha8TjuXxzS2lDd\n",
       "z0XlP14FQEPfEoriiCu4RSS4twPg0uPPY07ZpUe6YX3h1HKd2fytWgWuPDw1ORHHg/NoQ7TJ5ITm\n",
       "m5+MibyVW1o8rN69HoCJfceS48ymubkhJIzylIhIxxxtOZrjzKaxqSlQPk/pN551B9dGLLUbzBNl\n",
       "+7bw3/m/N6IN75buKZk9H7cCHwI3410B613gu3ifT7pl5SIesVqqezldzJ84jyxnFlnOLEYNnxzS\n",
       "otB41Tmsdu5ntXM/DZfPCvx+0M038N8bnubJ8jd4svwN/rDq6ZBWjOBeC38LR3iLSHhvR1F2SaDH\n",
       "IzhccMu1ZKZeThfF+a1XT/15tLFXPj2/c3kgn/X89mXU9swOyQ//Yxcx+Jb5gTCDb76B/9l05Phj\n",
       "a5/j0tHnBvL09ONOoaGlXnlKRKQDWvtuDu7FaGipZ9aw0wI90ZeNPj+iJ3r57jUxy+Ks4lIGXn1V\n",
       "oIwfOO9KsopLI9LjHd4de96XdB9J6/mw1jYaY54AXubISPCB1tq/JOua3UHEeMvJUHb3KBqyanl1\n",
       "3yes2v4hAIXDpnLef/6cfGcBNb2cNC5bEjU+f8tIjjOby8ZcwDOfecPdftJ1EWGDeztEPMB9zZ9w\n",
       "8T9eCcArez/ix5wUEc4O68mWm6YBUDOsJ6wNPb6taifj+40G4MPyFZxZenpS0y0i0h2V134ZskfH\n",
       "ENcgPBDo6Rjk6h+1J7otvWacy3DfQiTRKh4i4ZJW+TDG/BT4Z6AKQvrghiXrmqnSnl2jg4XvDtra\n",
       "sdbChb/e37MBsrN4e/uHgc2A3v7iQ2YMPo0WpzPQYxK8QoUDqGqqCLSMjO9bxjOfLQmc//DKp7hu\n",
       "wlU8tva5wDlF2aHrffvTEh63KifpI1Zea43DXe1bqjd297gDOLl0Es98sRSAmUNPxYmTWcNO40Dd\n",
       "1wCYY4fz6OpnAvnq3TWW20/8Dvd/+jjgzS/ZTicf7/YuoXjd+Cspyi6Jmqfa815EkqmhoYHNmzdT\n",
       "VdXqSGIASkuPi3lcJNHCv5uvG38lD694MmTDwDun/YilQc8Nf97yFnPHXcIiXyPk2cOmMbT3oEDz\n",
       "8Un9J9DL6Yr6DKRKhxyNZM75uBEYYa2tSOI1Uq49u0YHizUGM/jYnHGX8OKGv9DY0hRzrOb7FR/w\n",
       "zGdLmNh/bMSxxVteY/We9YHzw1euinaOX2NLE6MKR/Lr6T8FYj/wtTVPQDpHe+ZNHG3+dgAT+43x\n",
       "/ezA4xvt629JG1V8fMQ5pfmDQvLVmgNrQsYYQ2QPn+aASDoqL9/BBz/8PgPy81sNs7u2lqm/vTeF\n",
       "qRLxCi5HHRCYsxlLfnbPQJl+bH4fmlpaAuXzSf0ndPgZSASSO+djB3AgifGnXHt2jQ4WsbLEuuep\n",
       "aqqgsraK2rBjz6x/hdF9y2KOea9qqgj0Vqzdu5HpQ08NGjt/Mmv3bgycX+s7P3jlquBzNlZsYd4J\n",
       "lwbGft40cV5gf4d4tDVPQFIr2njf2rDxvuFay9+tneMB3t7+ISt2r2PF7nW8/cWHePAEWtKaPS1s\n",
       "2b+d6UNPiZjT4Ree74Pzun9FFc0rknQ2ID+fIQWuVv/FqpiIpFLw/I5ZQ08jz5kXMo/02vGX8ac1\n",
       "zwfKdLt/a8gckPAVNo/2GUjEL5k9H58D7xlj3oLAdssea+0vknjNjJHjzOa00inc+a53LezrJlzV\n",
       "rrGWfo0tTXxYvoKfTfs+OWRz1/u/C7Ry5DizQ/ZSCF656sPyFdw57Ucc27uQ1bs2HNUqF5I5wvNA\n",
       "vH/PXbW7+M9P/3RU5wRr9jTz4c4VIXM6Jg0Yx+8+fAToeL4X6UyNjY3srq2NGWZ3bS2DGxvJyVGv\n",
       "sKRWcI/xdROuwulwBr7jZw47DYDa5sOBno4+ecfE1Tsi0lHJ7Pn4EniNIxUPB5FbkGWUqHtxHMW8\n",
       "j+DVqsb3H807X3wUsurPTVOuDbRAzBl7MRsrtoTspRGuKLuEOeMuCZxz2ejz6Zc9gKLsEq6bcFWr\n",
       "eym8s+MTLig7kykDTwiMsQciWpfbWuVC0lf4ymg3Tb6m1f00/MLz96CwlanCzwm/hn9e0E2Trg7k\n",
       "vRP7n8Dpx53E2r0bWbt3I6eVTuHDHZ+2mu+j5fVo19G8D0kXT4/P5oGTc1r99/T4ZLbxiUQX3mP8\n",
       "2NrnOHjYzfj+Yxjffwzv7/wUd8shFq5bHOjpWLByEVeMvTBQ1o4sGh5zhU3t2SHtlczVru40xhQA\n",
       "I4B1QL61NvasvAzQ0b04/GMw61vqAi0QfuFj4Scee0Lg59acXjKV0dNGkpuXQ6+mwsDvWzyx91LY\n",
       "Vb2b1XvWB8bYS9cTPN43XsHrse9taWh1lbRo1/DnU3fjoUDeG108kk/KV4X0fIwtKQuJIzzfx3sd\n",
       "kc6Wk5NDyagBuAYWthrG/dVB9XpIp8txZtPPVcJfNr8JwPShp+IIaw+ubapjfNEYjp82FAcOBmQP\n",
       "Boi6wiZox3Fpv6T1fBhjzgJW411qdwDwhTHm3GRdL5WOZtfoaHo5XYEVfWK15ta31FHfErmRW/gY\n",
       "/KLsEob2KQ05Ht7iEdy6HD4fpKbFTXF+UUR6ThowQa3NGc4/b+Joeg/867Hnt3JOrN1uq5oqWOSb\n",
       "h9TsaWHhZy9z3aSrcDocOB0Orht/ZdR8FRxHW+9FRERi6+V0hfRC3zR5Hn/Z/GbQCIiPySYrZPTE\n",
       "nLEXU5h9LL2dhQzs3S8kruCyt6PPQCLJ7A/+NXAG8Bdr7ZfGmBnAQuD1JF4zo4SvEuUfn5mfncdF\n",
       "o85hc+U2AEaXjGRC0Vg8eFeqas88DH/rcn1LXch8kGjpgSOty7+ePizktWSu9vQexLPqVFtL4DZ5\n",
       "mo+sfnXsCKaWTFW+EhFJgJoWN47aRiCydy14BMTUwVPIcWYzvq+353ljxRbgyOgJ8DZkamVBSYVk\n",
       "zvlwWmt3+19Ya9cTut+HcGSVqODeirNGnMGeQ/tYvWc9q/es50v3Hj7Ys5w7lt2FPbAVp8MZcx5G\n",
       "a63c/h6Xb4+/stUW8PAWDrU2dy3t+Xu2turUE+ueZ2XVSu5Ydhd3LLuLNQfWkOfMi1jdasWX6wLn\n",
       "LFr/ClVNFcpXIiIdtObAGu5Ydhffe/VfWXNgTcix8PL606/WcX7Zmazds4G1ezZw/shZOH2PgEXZ\n",
       "JRRll2hlQUmZZPZ8lBtjLgYwxhQC3wV2xnuyMaYvsAI4y1q7OTlJ7HxVTRXUHDhIfUtj4He981y8\n",
       "Yv8e2PjnnR0fc/OUqxnffwwflq9kXL9RrNr9GeCdwR/c8uEvKGK1cmv8fPcR3isRz0Z94S1p/nPC\n",
       "hwCO7VsWmMQORzatCl/dKnyORyNaTUVEpCOCKwrgLX9/PX14q2V734JjWbLpb4HwS+zfGVtSRuuz\n",
       "lUSSJ5mVj1uB3wGlwDbgLeDmeE40xuQAfwBqkpa6NODfIBDgmvGzmTnsNJZ+8RGb92+LCLt693rW\n",
       "7tnA9KGnUtNQ613BaOI8tlRvY8HqheQ4s7lszAWB+NrqLlWlo+sL7z53OhxtDtkLPuemSVfT4vEE\n",
       "Xt8wcU4gjwKUHTssYtGEXGce3x5/Zciuuju+LifLmQXA9ONOweUsSMK7FRERv15OF3PGXcIz618B\n",
       "oH9B34gwueRGnBO8K7rmekqyJHO1q73A3HaefjfwAHBH4lKUWm21MAdvEAjw1LrF3H7itzhY9zXN\n",
       "LS3MPeGbLPJVJGYNPY1lvmV539nxMXdO+xFXjLwYgDuW3UWzp4XxfctC4murFUS6tmitYhP7jYmZ\n",
       "P8LPWb7Hu/O4//Wja57leyddR0GPXgD069WP6UNP4Z0dnwDeioWDyJ61HGc2B/p/DYDpM/yoNq8U\n",
       "EZFIDoha/gYPk3pxw18CvdBPr32Ji8rO5tUt3tWuZg09jWa8ZXvw80r4XFSRZEh45cMYsz3GYY+1\n",
       "Nuban8aY64AKa+3fjDF3EMfeICUlHX+Y6Wgcwecv2/4RDy73bsx260nfYsawUyPC1xw4GPE7p9MJ\n",
       "Hu/GbEX5hfzfhb/gUH0N//bmf4dMED+2dyHF+UVU1lbFTFOBK4/i/PjfV7p9jp1xfiokI43hcXqH\n",
       "TcUWnj/iOedwcx2v2jcAmDf+Uj7dtSZkiNWV4y6kON9FCUfiPbPkdMYP8oYpzi9q+80cpVR8nuka\n",
       "Z7KlMs35+T3iul6i0pSIeA4ciK8Xr6jIGy7Wl2Nw2HQoixMdTypkyn2biDgraxtDhrh++uUaRh47\n",
       "lAUrvL0W3z/tBhpbmgJDtLOcWex27wuEf2/ncmYMPZUNh9ZHPK8Eyu/8DiczQrp+npJayej5mNVW\n",
       "AGPMFGvtilYOXw94jDFnAxOBx40x3/T1pERVUdGxCVElJa4OxRF8fk2LmweX/ynQWvzgp09yXP6Q\n",
       "yI3TKGTuuEtY5OsSnTfum/xh+ZPU+fbiWL13A7+e/lMcZHHakCkhrRs17jo8NW4gJ9BFurFiS0gX\n",
       "6/wJc/HU5FBRE9/76uhnkIg4Ovt8fxzJ1tE0hov+vnMius+dDger924IvPbnD3+rV3hLWp+83lw3\n",
       "4SoeW/scAN8efzmPr3oukLcXrnuZ26ZcywMrnoyIM1JOQv4+8b337hNnqDBU6QAAIABJREFUsiU6\n",
       "zbHU1ja0eb1EfY6JiqeqKr6tq+IN5w/b2WVxouPxx5VsmXLfJibOnJAhrref+B0eXvEk4/t7dyv/\n",
       "aOfKkPJ85tBTGVDQj4WfvQzAFWMuIK+lZ6vPK+n93pMfpyRXwisf1tov4gj2CDCplfNn+H82xrwN\n",
       "3BKr4pHJXDkFTOznLSh6ZuVGDeOBiAm85x93VuB4eBfpxOltb0wo3UM8SycHz/G4bsJVIT0Z7+1c\n",
       "zrnTZgU2AGxoqY9Yorlfz75tbhAoIiKJF/z9X+Ou8zZUfvExAFeOvYjFG18LlOfv7/yUX077McOn\n",
       "HQdAv+wBWslKOk0yl9rtluLdzK2mxc1ja56lBQ8tePjTuhdDNgIMXh732+OvZO3ejazdu5Fvn3BF\n",
       "ZC+Kb7le/896CBS/WEsn17S4eWLtc4zvP4bx/cfw1Gcvcd2kuSF5LT9oA8A+2cURG1IVZZcoz4mI\n",
       "pIF3vvg4sEzu4k2vc80Jl0WU5/2yB9AvewAQ//OKSKIlc7WrDrPWtjmEKx3Fs5StA0JaKaYPPZUh\n",
       "vo0Aw8/T0riSDLHyYGuTDcM3pBIRkc4R3nOd48ym2Td0u7GliVGFI9vsmdbzhXQG9XwkSVutwR5C\n",
       "Wyne2fFxzB0Y1bosidZaHgzuSYvGvyFVLDUtbnXpi4gkSfiGgI+tfS5i9ERwz3XweeFls54vJNXS\n",
       "uuejuymv/ZL7lz8GtL1Ph0i6Ct9fRPlYRCT5SlsZPeGnslnShXo+Oqimxd3mkrfRhI+1vG78lTy8\n",
       "4slAK8YT65737n6u1mOJob35D45uflK8+TC8NW7BmkXKwyIiCdZa+d1aL4bKZkknydjnYwa0PoLI\n",
       "WvsOcEWir9sZOtqKEL5ShX8loRxnNqeVTuHOd+9pd9zS9SWiFaut8b5qKRMRSU+1zYcDK2bWNh/u\n",
       "5NSIxC8ZPR8/b+Mf1tqtSbhuSiWqFcE/vj4/qBVjfP/RvOPb0VwtFBJNIluxEtlSptVTRESSr6qp\n",
       "goXrFrNi9zpW7F7Hws9epqqpotXwKpslnSRjn4+ZiY6zu/C3Qte31LF69/rOTo5Iu2j1FBGR9KOy\n",
       "WdJF0iacG2POAP4f0AtvD0sWMMRaOzRZ10yVmhY3DuCmSVezfM8aAE7qPyEhN7O/FTp8d2oVFBKs\n",
       "vXnE33MRvvpJ+O86co1ocYmISOIUZZcw74RL2Vi5BYDRxSPjWv5cZbOkg2SudvUI8J/Ad4B7gQuA\n",
       "F5J4vZTwj4HPcWZz+ZgLAj0UU/qNT+h11EIhbQnf3b4t0eZvtDWnQ/lQRCQ9eTwtgWeQUceO6OTU\n",
       "iMQvmatdHbbWPgosAw4AN5HhE82Dx8CP7lvGos+WJHVehtbelra0tSeHX7T5G1VNFXHN6VA+FBFJ\n",
       "L1VNFSHPIIvWvxJzzodIOklmz8dhY0wRYIFTgbcBbYksIiISQ0NDA+XlO9oMV1p6HD169EhBikRE\n",
       "EieZlY//AZ4FZgOfAtcCK9s6yRiTBTwMlOFdsvdWa21azL4OHgO/sWILc8ZdwjPrXwE0L0PSW7T5\n",
       "G0XZJZpbJJKGyst38MEPv8+A/PxWw+yurWXqb+9lxIiRKUyZpIui7JKQZ5A5Yy+Oa86HSDpIZuXj\n",
       "TeAFa22LMWYK3srEwTjOuwhosdZO8+0ZchdwaRLTeVTCx8BPnH5CYMx9axN3RdJBtPkb0X5X0+LG\n",
       "UdsItD2PRESSY0B+PkMK9F0irTu9ZCqjp40kNy+HXk2FQOsLiIikk2RsMliKdy7Jn4ELjDH+Q9XA\n",
       "X4BRsc631r5sjHnV93Io3vkiaSX4pvaOuXfxxq73tBmbpL1oX0jBv9OmgiIimaMou4SSPi4qKtwq\n",
       "vyVjJGPC+S+ApcBIvJPN/f9eA/4aTwTW2mZjzGN4V8l6OglpTKjK2qqEbfgm0lkSuXGhiIikjspv\n",
       "ySTJ2GTwegBjzD9ba3/TgXiuM8b8BPjYGDPaWnu4tbAlJR3vXuxIHJW1VRG/K3DlUZwff5yd/R66\n",
       "ShoS8R6SLRlpTESc3qFWoY42H7clXd97psaZbKlMc35+j7iul6g0JSKeAwcK4gpXVOQNtz0JYVt7\n",
       "H+n0OaVKpty3yYizwJUX9XcdKb8z5b1nUh4Vr2TO+fitMeZngAG+7/v3G2ttQ6yTjDHfAgZba38N\n",
       "HAZafP9aVVHRsdp9SYmrQ3GUlBRFTNz11ORQURNfnB29fiLi6AppSNR7SLaOpjFcIt63V06H8nFb\n",
       "EpdOxemPM9kSneZYamsb2rxeoj7HRMVTVXUooeHaEzba+0i3z8kfV7Jlyn2bjDg9NYktvzPpvWdi\n",
       "2drdJbPy8XugApgCNOEdhrUA+FYb5z0PPGaMWYZ3xusPrLX1SUxnQmgzNukKjnbjQhERSQ96DpFM\n",
       "kczKxxRr7SRjzHnW2kPGmG8Dn7V1km941ZwkpitpdLNLV+BfRCFRPR4iIpIaeg6RTJDMHc5bjDHB\n",
       "ux8V08bwKRERERER6bqSWfn4HfAG0N8Y87/ACuB/k3g9ERERERFJY8kcdrUIKAWm4p1s/v8Bf0zi\n",
       "9UREREREJI0ls/LxCJAHzAay8E40HwH8IInXFBERERGRNJXMysfJwGhrrQfAGLMEWJ/E64mIiIiI\n",
       "SBpLZuVjFzAc2Op73Rf4KonXExERSUuNjY3srq2NGWZ3bS2DGxvJydEy1yLSdSWz8gGwxhjzBt59\n",
       "PmYBXxpj/gp4rLUXJPnaIiIiaePp8dnkF7VesaityuakFKZHRKQzJLPy8auw1/cF/exJ4nVFRETS\n",
       "Sk5ODiWjBuAaWNhqGPdXB9XrISJdXtIqH9bapcmKW0REuqaGhgaee25R1GMuVx5udx1XXjmXHj16\n",
       "RA0jIiLpLdnDrkREROJWXr6DB577kNxe0XsI6msOcuqppzFixMgUp0xERBJBlQ8REUkrA81UCvoM\n",
       "inrs0IEvU5waERFJpLSrfBhjcoBHgeOAXOBX1tpXOjdVIiIiIiLSUc7OTkAU1wAV1trpwHmETlQX\n",
       "EREREZEMlXY9H8BzwPO+n514l+kVEREREZEMl3aVD2ttDYAxxoW3IvKzzk0RuOu89R9XXuyPK95w\n",
       "InL0EnF/6R4VkUSIpyxReSMSXVreEcaYUuBF4PfW2uhrLgYpKXF1+JqtxfHWp+Xc+8wqAL4/ZxJn\n",
       "nlgaNdy6HQfjCne0109lHF0hDYl4D8mWjDR29Thj3YfxxhnvvdyRdMaSCXkzXCrTnJ/fg5ISFwcO\n",
       "FLQZtqioIC3KinjSCt70xssfdnucYXv3zuWLL74IS9fukNdDhw5t99LEmZRvU3XfxlOWJKLM6mg6\n",
       "Faekq7SrfBhj+gF/A2631r4dzzkVFe4OXbOkxBU1DnddE/c+s4rmFu+eiP/37CqG9iuIbMXIzoov\n",
       "3FFePxHvIVXnp0MaEvUekq2jaQyXiPedznHGug/jjTPue7kD6YwlWXEmW6LTHEttbQMVFW6qqg61\n",
       "Gbaq6lCnlxX+dCQyXHvCVlV9xgc//D4D8vOjhtldW8vU397brqWJE5lvMzG/Rnv/8ZQliSizOppO\n",
       "xdmxOCW50q7yAfwU6A38mzHm33y/O99aW9eJaRIREUlLA/LzGVKgByYRyQxpt9qVtfYH1tqB1tpZ\n",
       "Qf86peLhysvmttknkJ3lIDvLwa2XnhC9pbRPflzh/Crd9VS669u8vruuKTBmVKS78ef/eO/DWFqL\n",
       "Q/eYiByNeMqSWGEqDtR28jsQ6Xzp2PORViaPLOae750BxJ405nQ4mGT6Bn5uzbK1u3nytU0AXHve\n",
       "KGaMHxA13MotlTzw0joAbpt9ApNHFrcr/SKZKDz/Zzudcd1fsYTfo6s/38/vX1wbuIbuMRGJRzxl\n",
       "SXCYbKdT3+kiQdKu5yNdBLdi1Dc2U9/YHDXc7oOHWbtlH8+8uRmPBzweePiVz6K2pla663nytU00\n",
       "t3hobvHw1OubovaAuOuaeOCldYFwDy5ep9ZZyWjhLX7hPQ7Br6Pl/4827Qm5vw75wsfbiuiua+Kh\n",
       "JZ+FxPHhhj26x0TkqLjrmnjmzc1MHT+AqeMH8OxbmyPKkkp3fUh58/GmPRFlmr8MU7kj3ZF6PqLw\n",
       "t1DkZDu5YtZIFv7dApE9FW+t+oqFf7fkZDu5bNbxPPP3zQCceWIp7WubFel6glv8vnvZeFo8npAW\n",
       "QKfDEdJqWFZaGHJ+TraTAcf2Ysk72wA45+QhbNxxgIde/ixwTlutiA7gjImDeOvTcsB7j7oPNyTs\n",
       "PYpI95AFnHXyEO57dg0Ac84pY/f+0EUCHI7Q8uaS6cPJyXbS3OBtxMzJdrJhxwEePooyTKQrUc9H\n",
       "EHddE5Xu+kALxbgRxSz8uw3pqdh/yDtfo3x/beDYuBHFPPP3zYFwb68ox13XGNKr4a5rIjcni+su\n",
       "HsvJY/px8ph+fOuCMRS7ciPSkYgx7iLpILwX46MNe3jklfVMMn2ZZPqy4NX1Ea2GHgjJ/7fNHs8b\n",
       "n+zkmzNG8M0ZIzh0uJGHXv6szV6L3QcPs/vgYQA8eJe+DL5HzzhhYJv3WHtaJtWaKdL1+Odq7q9t\n",
       "4MW3Pw+UYS8t/ZxpJwwKfK/fPns8PbKzeHf1l4Ewr334Bf9wxYRAefPdyyfwcBxlmEhX1e2eaFvb\n",
       "9Gft1irK9x+i6Ji8iBaKSSO8LRKbd1Zhy6tZs6WCIf1dgWND+rv4bGtl4ByAV97bzvINe/n2hWPo\n",
       "1SMr0NI77xuGtZ9X0tjUwtgRxd70RBk6Eu8cEpF0FPxFGnwP9ejhjOiBqG1o5MTR/QBYv60S8M61\n",
       "+o9bpwKQlQXnnTaUF9/+HID5l4zjw3Wh+xgAgcp+sSs30CsJMO8cw8mj+0aEH9y3IOZ8rtbGaMfa\n",
       "OEzjukW6nnfX7+Wzrd6yacaEQcyaMpjKau86ODMnD8aZ7W3g8IvW0zrEV964CnJxH2p7wRmRrqxb\n",
       "9Xys3FLJj+59lx/d+y4rt1QGfl9xoJYvq2pYvHQrjy5Zz+yZI+iZm8XmnVVcNmskq+w+Vtl9zJ45\n",
       "kl173azctI+/fbSD2TNHsMru4+VlWwPnZGc5mDWlFA/Q3OJh/dbKkJbfRX+3jBtRjNPpYNdeNz+6\n",
       "911u+o83QtLjrmvi9y+uZfmGvSzfsJf7X1qrVhHJGMH32Y6vvubyoHtoxKA+vLv6y8D98N6aLykb\n",
       "1Cdw/KqzynDlZbNySyV3PPABdzzwAZt2VPPKu9sC5/zprxu46uyRgVbEM08sZe22/YHwq7dVhfRY\n",
       "LnrDUn24gTNPLA2cM2uKd2ikKy+71R6PaGO0WytDWjtH961IZtt/qD7wvb9y0z7AQ1OzJ/C6qdlD\n",
       "tbsh8HrjzgN8XdcQ0dN6qK7Ru89Hn3yNbpBur9vkdnddE4//dSPfnDECgCde20hZ6Wl4gEN1h3nx\n",
       "7c8DGwI99+YW/vWGU3A44OePfBz4/VOvbWSS6UtziwdzXBHPvrEl5JxLpo9g5x437635krHDY7d4\n",
       "ThhZEuiWBVjw6npG3na6CiBJqlit9omK3/8ADrCz8hAvLd0acQ8t37AXgBNGFPPEXzceOf76JsYO\n",
       "KwqJ44+vrg85p7GphSJXT667aCwAW3ZW8dirGwLhP/osslfE44F3V3/JxDLv/fbemi+5aOrQo/o8\n",
       "6hqbQ9L14OJ13pZM3bNdSkNDA++//06b4U4/fXoKUiOd7XBDc6AiAdDk8YS8fntFOUMHHhPy+vTx\n",
       "AyPi8YS9jnclTZGuqNvkeCehQzcun3U8dudBHly8jsmjIodkfLZ1Py0RxcURWVH6jHZXHGL15n3M\n",
       "nnk8r763jewsB0XH5HHzN8fx8BLvxLI5ZxteXLqFiWUlEd2y/sFV/laRBxd7h2+oVUQSoTOGBDmi\n",
       "DBk8ddwAVtl9AJw0pj8rNu1rM55JZX0D51xx5kiqD9UHhlVdfe4octbvDQx7XLe1kmvPH81Tr20E\n",
       "YO7ZhsFF+dx48diQe2rrrupWl9qNdg/m5mTFTKPu266hvHwH//Xm78gv6tVqmNqqGu4bclwKUyWd\n",
       "JS/svo+2wt7BsFUre/ZwMPccwzNveMuoOWcbBhT2jDhP5YN0V90m5x9ubA7p3Xhx6eeBXozVmys4\n",
       "88RS3l7hrQjMnnk8f35/OwCXzTqel5Z6KyzXnDeabKeDVXYfTqcj5JxZU0o5YUQR40eW0NDUzAm+\n",
       "Me5lgwuZePyxjPreGdQ3NvPLP37C2OHFDC5x8eLSz0NaSy6aOjSQ3vBWkWS3WEvXFt4jkaxW+/AH\n",
       "8GH9XRH3yciBx/Dzm04FIC/bGXHc6STiIb6+2cOlvl7LIf1c3PP0ysB7Wfi3Tdx22Xge8FUkrjqr\n",
       "jBkn9KestDdA4Es/+J5yAD+8992IzwMIzMGK1jLZVuVCrZldQ8moAbgGFrZ63P3VwRSmRjpTsSs3\n",
       "pDFjUN8CLp91PC/6ngsum3U8ANlZ3oaWWVNKafbAkne3csl0b5n1yntbOXl0X5UJIj66E/AO43hv\n",
       "zZeBB6LfPPEptb6H/dc/+oKf33QqOVnOwMpUZkghjc0t/PLRT0KGccyaPIj+Rd5wE32VD39h4/+/\n",
       "tq6JTzfujStd/nM0iVUySfADOMC9z62JGO7krxBUuusjhkOdc1Jp1If4aHvi+JX2LQhMUPffp7Fa\n",
       "GqPNxSjfd4jfLloFHLnP2lO50AOGSNcy44T+jB3aB4CGxmb++uEXgYrFax9+wZjhx4aUYTMnD6K2\n",
       "rikw0sJfMRERr24x4dxd10TPnCyuPW9UYILXNeeN5rQx/QOv5180lgGFPRlQ2JPvnD868Ptvnzea\n",
       "AYU9Q5bELXbl4srL4YyJg1i9eR+rN+9j2oRBFOTlBMJFm8gaPMls/bbKkPTEWupTk1ilo1I9wdGf\n",
       "/1152dx48djAfTL/orEh183LyYq4j/zDHMLvoWJXbuBfyL187qiQY/GmL/jzuPGScdz3/Jq47rPW\n",
       "JqmLSNeVm5NFbk4WPfOyuGjaMJa8s5Ul72zlomnDMUP6BMqwq84qY0BhT00oF4khre8GY8wpwG+s\n",
       "tbPaG0dwr8H3Lp8Q0TrqX/qOpiPL5MbTuukh+gTWtoTHPbmsJOL6IsnQWUOCYi0b3d77aMb4AYwd\n",
       "VkRubjauHrHnYrQmfBhWY1NLu+IRka4t+Dnix9dO4fWPdgQWvHhp6Rbu+PaJEc8WGoIp0rq07fkw\n",
       "xvwYeBiIrykzivBeg/teXENuTlZI66h/6Tt/+OC5FbEKjLZadGMJjjv4+q2FVQuKJEqqW+3bWja6\n",
       "I/dRsSuX4YOOjMtvz+Z+/s+jQPeZiEQR/hzx+xfWcNG04Tz26noee3U9F00bQVGv6D2v6iUViS6d\n",
       "74rPgcuAP6XiYu2ZV+Fv2Uh2z4VaUKQrS0T+TsS8qFTdzyKSuRqbWnDl5QR6c3v3zOnkFIlknrTt\n",
       "+bDWvgh0aHJDvL0GFQdq2z2voq2ei0RRC4pkonjvwY7k70TOi0rV/SwimSG8DPvu5RN4cPE6bQIs\n",
       "0gFd4mm2pMTV6rFzS1xMHt3PG66Vh4po63a7CnKP6iEkVhpScb7SkJjzUyEZaUznOOO5BzvCVRA5\n",
       "MvNo799w6fx5plIq05yf34OSEhcHDhS0GbaoqCBpZUU81/enIV7tCbs9gWE78nllUr5N1n0bXIZF\n",
       "k+rnBcWZ/DglubpE5aOiwt2hcCUlroj1+2lqjjvekhJX3GGTcb7SkJjz/XEkW0fTGC4R7zuT46Sp\n",
       "uUP3b7Q4M+a9J1mi0xxLbW0DFRVuqqoOtRm2qupQ0sqKeK5/NOHSIaz/82poaKC8fEfMsKWlx9Gj\n",
       "Rw8gsfk2E/Nra++/M58XFGdq4pTkyoTKR+vbjCeQ5lWIZC7dvyJtKy/fwQc//D4D8qO30u+urWXq\n",
       "b+9lxIiRKU5ZZlF5I9IxaX3XWGu/AKam6noqREQyl+5fkbYNyM9nSIFadjtK5Y1I+6XthHMRERER\n",
       "EelaVPkQEREREZGUUOVDRERERERSQpUPERERERFJCc2YEhGRLq2hoYH3338n8Lp373yqqyP3dzr9\n",
       "9OmpTJaISLekyoeIiHRp5eU7+K83f0d+Ua9Ww9RW1XDfkONSmCoRke5JlQ8REenySkYNwDWwsNXj\n",
       "7q8OpjA1IiLdl+Z8iIiIiIhISqjyISIiIiIiKaHKh4iIiIiIpIQqHyIiIiIikhJpN+HcGOME7gfG\n",
       "A/XAjdbarZ2bKhERERER6ah07Pm4FOhhrZ0K/DNwTyenR0REREREEiAdKx+nA68BWGs/Bk7s3OSI\n",
       "iIiIiEgipN2wK+AY4Oug183GGKe1tqWzEiQiIu3XUOemYd+XMcM0FR7Zg6O2el+r4YKPPfXUE21e\n",
       "+5prvg1ATYU7Zrjg4+kQdndt5A7swXbX1jIsjrDB4Y42rIhIMjg8Hk9npyGEMeYe4CNr7XO+1+XW\n",
       "2tJOTpaIiIiIiHRQOg67eh+4AMAYcyqwtnOTIyIiIiIiiZCOw65eAs4xxrzve319ZyZGREREREQS\n",
       "I+2GXYmIiIiISNeUjsOuRERERESkC1LlQ0REREREUkKVDxERERERSQlVPkREREREJCVU+RARERER\n",
       "kZRQ5UNERERERFJClQ8REREREUkJVT5ERERERCQlVPkQEREREZGUUOVDRERERERSQpUPERERERFJ\n",
       "CVU+REREREQkJbJTfUFjTBbwMFAGeIBbrbXrg45fDPwr0AQ8aq19JNVpFBERERGRxOuMno+LgBZr\n",
       "7TTgX4C7/AeMMTnA/wDnADOAm40xfTshjSIiIiIikmApr3xYa18GbvG9HAocCDo8GvjcWlttrW0E\n",
       "3gOmpzaFIiIiIiKSDCkfdgVgrW02xjwGzAauCDp0DFAd9NoN9E5h0kREREREJEk6pfIBYK29zhjz\n",
       "E+BjY8xoa+1hvBUPV1AwF6E9IxE8Ho/H4XAkMaXSzSQ1Mym/SgIpr0omUX6VTKGMlGSdMeH8W8Bg\n",
       "a+2vgcNAC96J5wCbgJHGmD5ADd4hV3fHis/hcFBR4e5QmkpKXB2Ko7PPVxoSc74/jmRKRH4Nl4j3\n",
       "rTgzM85kSmReTdT7T7d4EhlXd0hTMqlsVZyJjFOSqzMmnD8PTDTGLANeA34AzDbG3OSb5/Ej4HXg\n",
       "A2CBtXZ3J6RRREREREQSLOU9H77hVXNiHH8VeDV1KRIRERERkVTQJoMiIiIiIpISqnyIiIiIiEhK\n",
       "qPIhIiIiIiIpocqHiIiIiIikhCofIiIiIiKSEqp8iIiIiIhISqjyISIiIiIiKaHKh4iIiIiIpETK\n",
       "NxkUERERyTSHDh1i06YNMcNMmjSFrKysFKVIJDOp8iEiIiLShpf//GcefPIvOBzRB4001H3Ncwt+\n",
       "S2npkBSnTCSzqPIhIiIi0oaePQsYceo1OLOiPzrV7N+R4hSJZCbN+RARERERkZRQ5UNERERERFJC\n",
       "lQ8REREREUmJlM/5MMbkAI8CxwG5wK+sta8EHf8hMB+o8P3qFmvt5lSnsytyuKsB8Lh6J/WcRJ4v\n",
       "3Zejcg8AnuL+8YVXXpNupLX87nBXU0c9Dndd1OMiIp2tMyacXwNUWGu/ZYzpA6wGXgk6Phn4lrV2\n",
       "VSekrcuqX/kxO//wEABDbrmZ3MmnJOWcRJ4v3Vfdsjcof3ohAKVXzyNvxtkxwyuvSXfy/7P35vFR\n",
       "VOnC/7ezkBDShCzNalhNDvu+KCKbqKMODq6A6IwbbjM6233vdZx75507d+aO9/XnzNXrjriNsojb\n",
       "qLiNght6XVARAQ8IClEBswFNYghJ+vdHVTe9VHdXr+kkz/fzySdddc55ztNVzznVp+p56gln70c+\n",
       "eo+qBx6kbMZJVK9/PaRcEAQhE2gPt6s1wO/8+m8JKp8E3KSUekspdWNaNeukONwH2XPvfXhaW/G0\n",
       "trLnvmW+u2bJbJPM9kLXxVGzj6oVK322U7Vyle8piGV9sTWhCxHO3r37i0aNpHr96zIeBEHIWNL+\n",
       "5ENr3QCglHJiLER+G1RlJXAn4AaeVkqdpbVeG0mmy+VMWK9EZbR3+0gymjgSsq/QmU9+UH3/9nbb\n",
       "hNMh0fbxkozjmGpSoWNnkul214bsy8vLxRmmbaEz33JfNFuLREc5nqkmmTonS1amyUmmLDtyws2t\n",
       "kUhkPHQku031uHU684HWsHUdDigtLYyqR0eZX7qyTCG1tEueD6VUOfAUcKfWelVQ8W1a60NmvbXA\n",
       "BCDi4qO62p2QPi6XMyEZ7d0+uow8Bl59FXvuWwbAwKuW4iYPt1/90PbR20TWIdH2sZOs45hqEtUx\n",
       "mGR874yS6Syl/KLFVK00pobyxYtocpbSZNHW5XLijsPWkqJnBshMNcnSOVnfP9PkJFOWfTnW9g6G\n",
       "i1XVgw/hmjOb6tffCCiPZzwk+zilmlSPW7e7CcgNW9/jgdrawxQUpO46JzLTI1NILe0RcN4HeAW4\n",
       "Tmu9PqisCPhUKTUSaATmAsvTrWMmkmgwbd7EaVT+cZAhw2YAbzxtQtrfMtxoL0GPnZZUvMggf9Y8\n",
       "KkeNNuqYthepjdia0BmwM5YcNfvIHzSYyltuDambN3EaFRXDKXTmU3zW2VFlCYIgtAft8eTjJqAI\n",
       "+J1Syhv7sQzoobVeZsZ5rAeOAK9qrV9qBx0zimQE07ZHwDnIha+zk0q78l/w2mkjtiZ0ZPave52d\n",
       "d9wFhLdxOy9i8DiLyHc5cZPcu8GCIAjJoj1iPn4O/DxC+UqMuA+BwOBCgD33LaPyluEx32WOVUYy\n",
       "+hU6N+myK7FFobPjcB9k5x13RbRx/xcxAFStXEXlqNFxPZUWBEFoTyTJoCAIgiAIgiAIaaFdAs4F\n",
       "+3icRSHBhXbv+Pr7DwfLwGGUh5PlcRYx8NprOPT+ewD0POFEn0yPsyjmBHCJkM6+hFDC+aHHYpuO\n",
       "mn243bV4nKWBdjV1mmFP+6oMmX3LQ9qG2KLZRhA6Cx5nEcNu+Bm1GzbgyM6mePp0AByHzVfkeoC8\n",
       "7pRfvISqx1YAUL54IXTv7pMRPE7jjROUZJ2CIKQaWXx0AOIJprXykffKaNq5ne2//lVAmSVtbRzY\n",
       "aOR6dKrh7LjvX/AcPUr5wgv5+qmnjc82EsAlQqzJ5oTkEi3Wwo5SbxnHAAAgAElEQVRtBpzDJYtx\n",
       "9Czy2VXPqdNoWv8yVaseN8oXXkj+3NNDhfjZYs/JUxL/YoKQabS1cfDTzyibcRK7/vt2AHrPOwVP\n",
       "WxvV64x3swy8+ioq//Qn2upq2HXXPbStWMXAa6+BtraAcbo/rxs7b7/Dt203Xi94vHO6zLeCICQf\n",
       "cbvqIHicRTE98bBKQuVtv+fue6ImoAqWUbVyFUWjRhqfH19z7HOUBHCJEGuyOSG52E3eF8k2Q87h\n",
       "ilUceu893/ah99+jatXjx8ofX+N7ChKrHoLQUfHGfAQnCGyur6N63foA28fj4Yv/7y+0ut2+MRQ8\n",
       "Pmrf3hDzeLEaZ03VNWn49oIgdDVk8SEIgiAIgiAIQlqQxUcnxOuL78jJwZGTE+CL7/WfL546meKp\n",
       "kxl4zdXgIOQOV7CM8sWLOLh1m/H5wguOfV68KGWxGJ6yvpRftDhAB4n7SB+R7Mgfh/tg2DurIefw\n",
       "okX0nDbNt91z6jTKF114rPzCC0LiPuzqYYdIugpCe+FxFjHsZ9dxcOs2XHNm+2y9W3EJrrlzAmyf\n",
       "/O4M/fn1ZHXvboyhSZMZeOUVAXVKZ5wU03hxuA+Cg5Bxlu8qS9MREAShKyExH52UiL74/rEcw4ez\n",
       "40YjliPYNzhYRsXEKcc+jx1nfE7xYsBRXEz/H833fRbSS7SYDjv5NwLOYa9i8sZOovKWygCZlSNG\n",
       "GtsWAed29LBDMvLWCEKq6DN3NtmDjwcHvgSBOIx/xWca4ycgXu/KK8gp7MGXd94NwNAbfkZO+RA8\n",
       "ziJcLifZA4cC0cdLwLi49hrL5IWCIAjJRJ58dGKsfPFDYjlWHIvlsPIN9pcR8Lmsb+oXHu6D7Lnz\n",
       "Lr558mm+efJp9tx1t9y1bgfCxXTYicUIdw6DZXr6loddeETTww4SNyJ0BDzOIjyFRT5b9xQe24ag\n",
       "eL3lD1D35lu0NTXR1tTELjPAPECWjSceAePinnt9bQVBEFKFLD4EQRAEQRAEQUgLsvjoYoTEclx0\n",
       "LJbDyjfY30c+3OdgEvWr97ZPpq+/kHzsnB+Ps4iBP72OAeedw4DzzmHgddcaeT1s2Egy4zPEloSO\n",
       "jHccDLxq6TEbvuJySmae7Iv9GHjF5T43LfuCCYkXkXEhCEKqkZiPrkhWFr0mjAfA0bOIij/fTGFh\n",
       "Pm7yAqr5+wKXX7SYr9c8AcBxF5zvy9sQ7DufqF99pPwkclHMQPxsiSzrexme2hq+feZZAMovWmTL\n",
       "RlIRnyG2JHRE/MfCgHMXUDx5Ep7WVpq++orqN96k/Cc/9sV+eGP37OTn8Mp15OYGxIsIgiCkGnny\n",
       "0cVwuA+y5+57qP/gQ+o/+NDw8fUQ8laTcHk+ikaNDMjb4O8731Rdk5Bffbj2ifj6C6nDypZCYj72\n",
       "VQXk8XBrbS9OJEXxGWJLQkcieCx88/Tf8Rw9Sv0HH/Lda+soGjUyIPbDbn4Of7lW8SKCIAipRBYf\n",
       "giAIgiAIgiCkhbQvPpRSuUqpvyml3lRKvaeUmh9UPl8p9b5S6h2l1JXp1q+zY9f3PVyej4NbtwXk\n",
       "bfBvn+8qS8ivPtH2QnqxFfPRt5zyhcfyeDgrlb04EbEDQQgZC/0X/MgXo+eaPYuDW7cx8KqlAblz\n",
       "7OTnkDHWtWlubmbnzh0R/7Zv305zc3N7qyp0Utoj5mMJUK21vkQpVQx8AjwHxsIE+AswGWgENiil\n",
       "ntVaf9cOerYLXvcSb1Cu93MyCfZ9d9Tsw+2uBWdpxHr+eT4q/T5HapOobkDY45Cq49PVcbgP0sQR\n",
       "CIoBsiJv4jQqf98fCJ+jI3/u6VSqSrKzs2jpOwgg6jlOVXyG2IyQaTjcB+HI9zRxBMfhJmOnx/zn\n",
       "LAoYC2RBxeQpkNfdlw/ElysnKHdO2L6C5TrM/kwXV6HzU1W1m3d+eQP9CgrC1nmnsZHpf72dYcMq\n",
       "0qiZ0FVoj8XHGuAJ83MW0OJXNgL4Qmt9EEAp9TYw069+p8YqwNsq+V8y8F5kmt541Rc8Xn7RYvJn\n",
       "zbOsF+lzONmJ6gbhA48lYVxqiPW4RrOfcDLtnONk/xASmxEyDX+bdM2ZTVa3brQdPUr1uvWA9Xih\n",
       "h/W4iCmZoJ9cGRddk34FBQwsdLa3GkIXJe1uV1rrBq31YaWUE2Mh8lu/4p6Af2SpG+gSt2LCBXin\n",
       "MiGao2ZfQPB41cpVOGr2Jb2feAkXeCwJ41JDrMfVjv1Ek5mucyk2I2QawTZZ/fobZHfPp3rd+qTb\n",
       "qcylgiBkEu3yql2lVDnwFHCn1nqVX9FBwH8p7gTqo8lzuRJfvScqI9H2hc78qOX5UfqIVQe3uzZk\n",
       "X15eLs4Evksyj6Ph+hNIuOPk3Z8MW0g1qdAxGTLDHe9wdmfHfqLJjLVPK+x891j7ydRzlG6SqXOy\n",
       "ZGWanHhlWdmkFbGOBy+JzKX+/XUku031uHU684HWsHUdDigtLYyqR3vPL/X1hXxpo15JSfTvEivt\n",
       "/d2FzCDtiw+lVB/gFeA6rfX6oOLPgQozFqQBw+Xqlmgyq6vdCenkcjkTkpGM9m7yGHj1Vey5bxkA\n",
       "5YsX8fUTTxrBgNdczeGaeg7X1OMp6xu3DiHxJI4cypcspmrFKl+fTc5SmuL8LrEeh2D/+9D2gcdk\n",
       "4FVLfblIrPbnkxxbSDWJ6hhMovZ3jDwGXnsNh95/D4CeU6fhJg93kGzHvirADCa/eAnubVsBcI4Y\n",
       "aWE/1ufwmMxo5ZGx/93t95O845l6makmWTon6/tnmpzEZBk2WfXgQxSNGYVTKcjJod/ZP2Tvc2sB\n",
       "GHjF5Rw+3ISb2OS7XE5qdn0NeOfX2OZS77hI9nFKNaket253E5Abtr7HA7W1hykoCK9HJswvdXWH\n",
       "bddLpq6Z8N3tyhRSS3s8+bgJw5Xqd0qp35n7lgE9tNbLlFK/Al7GcAlbrrXe2w46tguWAd4O+P6j\n",
       "D9j+23uA8H710QgbT3LtNVT+8Y/k5eXSFBRwnkrs+hmHCzyWhHEpoq2NAxs/BqDn5CkhxU3rXqZq\n",
       "9eMAlC+6EEdxScT6cOxcFTpDE1n6l0Nqz6XYjJBp5E2cRnlrK3vuX86BjR/jmjOb2vfeZ8jVS3Hk\n",
       "5wckDowlFmP/utfZecddwLH5VeZSQRAyhbQvPrTWPwd+HqH8eeD59GmUWQQHdTtq9lH1mOFXD1C1\n",
       "chWVo0aHfQJihb9fr1dGr3Fjqd/4EXvuuZfKW27FOfS4uJ94xEqwPnvuW2Zc/MLcbQh3QZQLZXIJ\n",
       "d158b6TaV0XV6seP2dHqNfSaMD5sfX88ziLyXc6wTzTSdS7FZoRMwuE+yJ77l/vGUPXrb9Br3Fi+\n",
       "vHcZvSaMp63JePtVpLFlJXPnHXdZjkuZSwVByAQkyaAgCIIgCIIgCGlBFh8Zjqesb0BSv/IlF9Gc\n",
       "56DZvd9Xx+E+SFN1je+zN5bC+zkkYeCSxTi65VI8dTIDr7sWwNc+GH958WBHH0lwlRlEOy+evuWG\n",
       "q5XXjhZeEJLczPeUpGZfwJuvHN98Sf3mz45tB9lVs3t/gE0LQmentaaK1ubDDLz8Mhw5OWR1726M\n",
       "r9xcyi++yHJsOWr24dhXhaMh8I1xAXO0A8Nty68tDuQtVoIgZAy23K6UUiOAMox0RABord9MlVJC\n",
       "IPmz5lE5ajQ4HNTu2kLtP90EQOkVS+jRzcmeu4/Fg3hjOYLzhHi+/55eE8bjyM6Gtjbq3/8QAKca\n",
       "zo77/sXSrzjR979Hy1sifsYZSFYWvSaM930OxlFc4it3lJZBW1tI/YDcH5dfBg2HqVq9xtheeAGO\n",
       "Mhd77jzmj97Y9j01y/4GGDZdMnVuyr6eIGQCDW+8zLcrjNip3vNOoWTaVAqPH8qeR41x45w4kbzx\n",
       "UwISB/qPq/7nLCDnuOOgufnYHH3tNdDWxp5778ORm8vQG35GTvkQmnZuZ/uvf2XUkTweAnD06FH2\n",
       "NjZGrLO3sZHjjh5Nk0ZCVyPq4kMpdR9wBrATX95VAOakSikhFE9ZX5rd+6m9/zGfL2/tAyto9fO5\n",
       "94/lCIjruM/wH67/4EOKJ02kasUq6/gPP9/gaP7/0YgYZxKjLCE9ONwH2XP3Pb5zduDjT6i8pTIg\n",
       "C7l/OQ44sPHjwPq/7+vL/QGQ2z2fXQ88eMwOHn+C/j+aH2BX/nEjtQ+soHDEKLo5+6TtewtCOmmt\n",
       "qeLbFcdip757bR3955/FnkdXho+38supA/DtM39n0KU/ZveDD/v2HXr/Pd949LS2suv2O6j84x8D\n",
       "xqzMvYKXFWNzKCgJ/+auxrocrF8hIgiJY+fJxynAMK11c6qVEQRBEARBEFJHbm4uruH9cPbvFbaO\n",
       "+9sD5OaGX5wIQiLYifnYAxSkWhEhOt2cfSi9YonPl7f08kC/4PLFizi4dVvI54FXLcU5ciSOnBwO\n",
       "bt1G+cILLdv4++wnGpcREmcSph8hc4ga8xFU3nPqtND6fcsDYpSOft9kuFp57eDC88kZcFxAm5xJ\n",
       "owNsWp56CJ2Z7LJy+l90bA52zZ7FvtfWB8RThYy9oNi//gt+hKfQGX08lvWV+DpBEDKOsE8+lFIP\n",
       "+tXZpJR6E2gx93m01penWrlMJTg5XjopmTqXwhGjAHw/0ipvqfTlUKiYOMWnm/9ngMoRI43tsr5U\n",
       "TjkhoJ5VDoa8idMYdMvggL5iwTJvCRLjkcnkTZxG5R8Hhc37YhWrE7zti1EC3yuhK1UFZGXh6TfE\n",
       "bHOrr00e0EONAOKzM0HIZKyuFz1mnc7QUSNx4CDbkYtz3mxyBvWlcvIJIXW9+MZVy1Fw9sTTw3r8\n",
       "BefUkfg6QRAyjUhuV2+Y/1/HL9DcxEMXJdEg7GQQ/APNP4dC8J3qgHp+uUGC61nlYNhUv4nlnxgB\n",
       "jleMX8y44nEx6xpJHyHzsGPfIXZlldfDz9Y21W9i+XbTjvINOwpuI4sOoTMSaTxll5UD8Il3nt0c\n",
       "fZ61yu9kNR6D53OZewVByCTCul1prR/SWj8EDPB+9ts3PF0KZhL+QdSe1lb23Les076+sKHNzfJP\n",
       "VtLqaaPV08byTatoaEtPEkKhfUiFfYsdCV0VO+NJxocgCF2RSG5XNwN9gLOVUsdz7OlHDnAC8JvU\n",
       "qycIgiAIgiAIQmchUsD5UxiuVw3mf+/fy8CZqVct88jU5Hh1LdV8VV8VtV5Dm9v2XbUeWU6uGL+Y\n",
       "7KxssrOyuWLcInpkOWPWLdEkhUL6sGvfsdrR0gkXMbvXSGb3GsnS8Ytt21FwP7H0KwjtTbjx5G/H\n",
       "/vNsfk4e103+Scz9yBwrCEJHI+yTD631+8D7SqmntdYys5lkWvDehup3WP3ZswAsHH02J7mmW9aL\n",
       "J35jXPE4/jxzKEBcC49MiI8RYsNr31YvIID47Khy1/fk3/sWAAOvHgETo+vh38/SCRfR5vEkHH8k\n",
       "COlm+9DufL50BgBNQ7vDgU9Z9vEK4Jgdjysex80zh7Lj8E7u+uChgLJoyBwrCEJHJOyTD6XUYaWU\n",
       "G/hWKdWmlDqglKoxP+9No44Zh8dZlBELj7qWalZ/9qzPX3j1lueoa6kOqZeIX3GPLGfcTzy6SnxM\n",
       "Z8MIWC0L2R+PHcVjB8H9fLBvk/jFCx2OhjY3yz5ewesHt/L6wa0s+2QlH+zdZGnHHmD5xlUpH1uC\n",
       "IAiZQKSA80KttRNYDVygte6ltS7DyHb+j3QpKAiCIAiCIAhC58BOhvOJ/jk9tNYvK6X+X6IdK6Wm\n",
       "ATdrrecE7f8lcAXgvYV/tdZ6e6L9ZRL+/r6xlAXXKclxsXjMAr7e8zkAxw0cTkmOy1LW1ROXcKja\n",
       "eGDV09UPh1neI8tJQ5sbR+NRIDSbaTh9ounp9Xfec98ygIyJj+lqNLv3A7G9yjacPXj905dvWgXg\n",
       "iwOy6sNnH2HswPuEzmuv/vYU3M+UvuOY1GdsSL+CkGlEsuNLx15ATlaW79UtU/qOo0eWk/qWGvIb\n",
       "jvDbsZfx9p73afO0MnzoxKg2LnOsIAgdFTuLD7dSaimwEuNJyaUcWxjEhVLqn4GLgcMWxROBS7TW\n",
       "HyfSR6YSyWfejj+9f52rJy5BfdlI2f2GP33plQOhzLpeP11Nt+WrAeh1+SL+0PwkR9taOHfkmb6Y\n",
       "Ebv62PX7z7T4mK5G3fvrqF3+GAClVyyhZOrcqG2indvgOCCrPoLjNQ6Vt/Kt6fdePbANat5l1ea/\n",
       "A0acUq9uTu796LGAPq3ijRKJPxKEVGM1dg4dPcz4PkZy1+9bm6h11/HJ3i0ATOozlvdq36dw007y\n",
       "nnqDshknMXb964D92CiZYwVB6IhEetuVl4uBs4G9wNfALHNfInwBnEto8kKAScBNSqm3lFI3JthP\n",
       "RhHJZ96OP31wnUPVe6m9/zGfz2/t8hU0u/db11t+rN6BB1czv++JjOhdGRAzYkefWP3+MyU+pqvR\n",
       "7N4fcM5rH1jhe0IRDrvn1ntX16qPxoNfh8RrrP7sWZ/f++c1X7Bq898D4pS+Obzfss/geKN4448E\n",
       "IdVYjZ1vWvawZstzbNy7mY17N6Nrd/LqrrcD6rTVHaDb6lcpGjWS6vWvxxW/IXOsIAgdjahPPrTW\n",
       "u4H5yexUa/2UUmpwmOKVwJ2AG3haKXWW1nptJHkuV+I/SBKVYae94coSSKEzP+B/cFlZwTG5Vu2D\n",
       "ycvLJc9Cll28fUbSNZKe6TiOqWyfDlKhY7DMmua6kDp5ebmUReg73Dn3t8FofeTkZkdTNSqR+rQi\n",
       "HcczU2WmmmTqnCxZmSYHrOdGh+W9tdhk5iegYyYep1ST6nHrdOYDrWHrOhxQWloYVY/2nl/q6wtt\n",
       "1Sspif5dYqW9v7uQGURKMrhWa32WUuorjJdx+OPRWg9NkU63aa0PeXUAJgARFx/V1Ym9+cblciYk\n",
       "w3773BCfeU9DLhSAp8G6rLrBHbZ9T1c/Sq9YQu0DxqsbSy+/CE+3EmggYr1ely1k+f53ONrWwsLR\n",
       "Z7N6y3MWfYbRFcLqmb7jmJr2XhmpJlEdg7H83t1KLG0jct92bDByH90K+oXEa1SUDGHNVmMIV5YO\n",
       "ZXjZ8azyvh561Hx6dXOSnZVtr0873z1BOpLMVJMsnZP1/TNNjleW1fzdP6ec80aexZPbXgCgomQI\n",
       "pd2Lee3LDb46TW1HaF54KgeffgPXnNlUv/4GYMRvuMnDHaeOmXqcUk2qx63b3YRVbKQXjwdqaw9T\n",
       "UBBej0yYX+rqrDzereslU9dM+O52ZQqpJdKTj6Xm/1nm/8Ru49hAKVUEfKqUGgk0AnOB5anuNxWE\n",
       "C8iOlDvDTl6NkDpToXDEKPLycvF0K6Hx4NcR64ERGPxvbSf4ysbPHEOhMx9PQ26A3uOKx/H7Gf0B\n",
       "IzDYW2alZ6SgdaF9KJk6N+Cc28F7br32APjcP7yuHf42UjJ1LvmqEoCCouN8MvztBmBYySAcOOiX\n",
       "Y9QZNmMwAH1y+gHw+xm/CqgvCJmM1fweEg/VUs240pFUzBiCA8gz8+acOGAyAIVZPfAAR2cOo9uk\n",
       "GfQpclF81tlA5PiN4PEoCILQ0YiUZPBb8+PzGE8engc2aK2Dn4IkggdAKbUYKNRaLzPjPNYDR4BX\n",
       "tdYvJbG/tBAtaDeS37odn/bgOt2cfShzOdn6/FMceMC489br8kW4pp0aUs9KRo8sJ2UFTl79+u0A\n",
       "vbMcDpZ9vILcrJy4AtOF9ieWt1x58dpDdYM7JInZ9qHdfUnSwiX/C37ZwYFmd0AizOAAc6+d+csQ\n",
       "hEwleL6b55rhK/POq/7JXxePWUBBdndfm9lDTsQBrP/yXZ+MccXjyHc5cRP5Dq4kFRQEoTNgJ+D8\n",
       "NEAD1wM7lFKPKqUWJdqx1vorrfV08/NKrfUyv89TtdYna63/PdF+0k0iCf0S4Zvd2znwwKqAoHLv\n",
       "UxA71DTWhejtTYgVT2C60PGxSmL2+c6PIib/q2upDtj3TcP+kESYwQHm4RKvCUKmYTXf1TQGxj4F\n",
       "J3/dVrMjoM3rX/0v9d8fitnmJamgIAidhaiLD631XuBh4BbgfmAOcHuK9RIEQRAEQRAEoZMRdfGh\n",
       "lHoB49W4vwWaMDKcx+7L0UXwJpbKzsomOys7akK0upZqvqqv8m3vb9nL/pa9IZ+jMWBQJb0uX4Qj\n",
       "JwdHTg69LlsEzqKAO2reV+UGfwYoKygJ0XtKv3FkZ2WzrXoHC0efbfmdYv2+QvtS11LtS/AXjoY2\n",
       "NzWNdb4kZl6bGnjVUkYeP4lJ/ccwqf8YpvUbz9IJF/m2l45fTEmOi+smX8J1U37MdVN+zOCiASzy\n",
       "s51Fo+YzoLCPpZ2J/QiZiP9c6T/fObv14Iapl1HXcMA3rg601HKEI1wz5RKmDhjPpP5jGOmq5NJx\n",
       "F/psfPbgEyjuXhSzzVuNR4n7EAShI2InyeDHgBMoxVh09MVYjDSmUK8OjZ3AcQj0C75ozAKOtrWw\n",
       "ZsvzFOTkc0blKTxpviHo/FFnMbP3yVH7/W54Xw79+kKyHA5qexWy4o0/AaF+9QtHn81TW1/gaFtL\n",
       "gI99lsPhS4iV5XAwptdY/jxziO97jJ85xvI7WQUpC5mHv70tHH02J7mmh9QJid8JSmLWUr/JlyRt\n",
       "St9xHDh6yLddUWLYyv7GOp/tnjfyLHp3L/bZlTO3kFFFY/jzzJsA/wSCQwK2BSETsIpnG1c8jptn\n",
       "DmVjzSfc/cEjnDhwEm9+9R4AZw8/jRe3r+NoWwtzhkzn7d3vU5zfi2wHjO8zkmxHFiPLKuiT35vT\n",
       "Bs4BYrN5SSooCEJnwI7b1W+11icDZwKfY+TgqE+1Yh2daAnRgv2Ct9bsYM2W52n1tDFn6Ek8uXWt\n",
       "r+yJrS9EfQJS01jHvR89xqNVr7L56F5WbH4mrF/96i3PMaJ3ZYC/cU1jHcs+XuFLiLXsk5U0tLkD\n",
       "vkek72QEKZfEf8CElBJsb6u3PBfyBCRc/I43iVlw+Qf7NrHms+d922u2ruXrlt0Btvvktheocu+L\n",
       "aFcgCQSFzCNSPJu77TBrtqxlRO9K3vzqPV+dZ/U/fHPr+q/eZUTvStZ/9Q41jQfYuHcz73+7ibs+\n",
       "/BvdsvLitnlJKigIQkcn6pMPpdQPgFPMvyzgCaLk3RAEQRAEQRC6Bs3NzVRV7Y5Yp6hodJq0ETId\n",
       "O25XP8V4ze5tWuuA1ycppSZqrT9KiWadnJIcF4vHLGBbzQ4ARruULxnb+i/fCUhOdf7IM8mjG3Ut\n",
       "1WHzIJQVlLB0wkV8sG8T2Y5sFo0+m1V+yQOzHA4+2b8VMBK7PbXtxQB/47ICZ0iSLLkT3XkoyXEF\n",
       "JJRcOGp+iC15/dmDbcD7hKQkxxWaQLB0CGu2GPciLhh5FsflDAqw3fNGnEnv7sVM6j/G10bsSugI\n",
       "hBsPAM6sQhaPWcD22l2cWXkKL+xYB8DZ6lRe3LGe7Kxsflh5Cnvd33HKkOm0eTxkZ2WTm5XD0olL\n",
       "2u07CUKqqKrazTu/vIF+BQWW5XsbGyl5+AGKi/ulWTMhE4m6+NBaz49QvBwjA7kQBwXZ3X3+8pP6\n",
       "jGVq6VQqS4bhwEF1QzU/rDgFgJysHP5jw199GcmtfPUB2jwen7yJfUZH9KsfXxoav2E3VkXomJzk\n",
       "ms6IGRVA+GR+wfE7wXEiJXk9ffEbACXdinzbvbr1BGBWn5OpKB0MQP+ccjb5xYlM6jM2Jd9NEFKB\n",
       "1Zy4qX4Tj3y6hpMGTWHjt5+Sm5XDdZMvAeDDbzZz+rBZ9HX2ZsWmp2hsaeLScRcyvFcFpw+cw+cH\n",
       "dnDXBw8BktNG6Hz0KyhgYKH8dhCiYyfPh5ACwvkT98npR4+sHtz70WP8Xb/C3/UrrPrsWZ8fsZWv\n",
       "PoTm6VhmBkmG86sP528svvedm5IcV9Qs4t74Has4keD4jfe+/SQkngOMRUf/nHLJAyN0ePznRK89\n",
       "j+hdyetfvkurp42m1mbe+Xojd33wCO9+s5G/61e4/6OVHF82lFZPGw99ugYPRkbdhzY9LmNBEIQu\n",
       "jyw+BEEQBEEQBEFIC7L4aCci5ccILjt/5Jlsq95Bdla2pa8+WOfpkCcYQiJ440S8NrUwjhwdkgdG\n",
       "6Ex47Xlb9Q5mDj7BZ9dT+o4LsPOFo+b75myvzctYEARBMLATcC7YxD8RlR3GFY/j9zP6k5efS4+W\n",
       "XgEygn2NR5cY73aP5DIjMRtCPATbbV1LNQ31B+hBL8s4kVhzdEgeGCGTaGhz42g8CsRuiw1tbiqK\n",
       "hvLb6TfgwMEZg04JsGv/+Vfi6gRBEKyRxUeSsEpGFWsb/0SAwTKi+el7kQuaEAv+Nrh0wkW4jx5m\n",
       "VVAiQqu3YkXatsL7RrXqBvFxF9qPeOZpq7YzB0/j3T0b+fHYC5jXZ4bProNj7KyQOVoQhK5O2MWH\n",
       "UmoWRoycJVrrN4HzU6FUR8M/2Btg+aZV/Hnm0IgXGf9AXG+b8X1GxiRDEBIh2AY/2Ge8lcq7vXrL\n",
       "c4yYUWF74SsImYzVnGt3jg1u++bu9xnbZ4Qxbx83knieogiCIHRVIj35+HciLD6AOVrrnfF2rJSa\n",
       "BtystZ4TtH8+8G9AC/CA1vr+ePsQBEEQBEEQBCFzCLv40FrPTlWnSql/Bi4GDgftzwX+AkwGGoEN\n",
       "SqlntdbfpUqXePD3ka9rqSb/SG7MCfp6ZDl9SQHBSL4G+BIBLh2/2NdXjyxnxHiSRHyYhY5NtHMf\n",
       "bDf+28E2OK3feIaXDvMlp/S+3CCSDEHoKERKGggEJNO02r5uyqUs++gxjra1MHPQNN6t2silYy8A\n",
       "ZEwIgiDEQtSYD6XUycD/AXpgvB0rGxiotR6cQL9fAOcCfwvaPwL4Qmt90Oz7bWAm8EQCfSUVr99v\n",
       "QU4+Z6pTeMLM7rx4zIKQQNxo+CcFnNRnrBmMOAQHsOPgLn7zxp8Aw/f+qa0vcLStJcRPOREfZqFj\n",
       "E+3cB8dztHk8IfXdRw/7bHB46TCmu6YzfEaF7yUIscQlCUKmE+7lB/7JNBeNPhuHI4uVm58hNyuH\n",
       "H4043TfPexMGAox2Deehj1ex6+Bu3vzqPUDGhCAIgh3svGr3fuAZjIXKHcAO4K+JdKq1fgrDrSqY\n",
       "nsBBv203UJRIX8nE3+93ztCTeGLLWl/CqJWf/Z0jbU22F1R4OcQAACAASURBVB7hkq/1yHLigYCy\n",
       "1Vue8yUZ9E9MJQncui7Rzn1w+Qf7NoXU39+yl1V+SQRXmQksS3JcDC62ThD4wd5NYm9Ch8abRNNL\n",
       "cDLNVVueY1v1Dlo9bYzoXRkwz/snDLzrg4c4vmwob371nowJQRCEGLDztqvvtdYPKKUGA/XAUuAN\n",
       "4LYU6HMQ8P/17jT7jIjLlfijbjsyDPeW8OTl5+IqtqeLlaxCZz5lBc6o/USq5y2Lh3Qdx0xunw6S\n",
       "oWO0cx/NhgByc7JD9vnbcKEzP6qMWO0tFeenK8tMNcnUOVmyki2nof5ATO2ijYv2noOTLasj2W2q\n",
       "x63TmQ+0hq3rcEBpaWFUPdp7fqmvL7RVr6Qk+nfxl/mljXrt/d2FzMDW4kMpVQJo4ARgPZCq1998\n",
       "DlQopYqBBgyXq1uiNaquTuxOk8vltCnjWGzH+i/f4fxRZ/HE1hcAwz++R0uvGHQJjRPxNOSar2wM\n",
       "LFs4aj5PbXvRl5gqXL3AstiwfwxSJ6O923tlpJpEdTSIdu4Dy6f0HcekPmMD6pfQm4Wjz2a1X4yH\n",
       "14ZdLieehtA+shwOX1xSrPaWjPMjMgNlpppk6Zys758KOT3oFTAOFo2aj8ORxSf7t7KtekfAPO+1\n",
       "eTBcrB7Z/AQzB5/Am7vfCyhvrzk42bKSrVOqSfW4dbubiBRb6fFAbe1hCgrC65EJ80td3eHolcx6\n",
       "duXaldne392uTCG12Fl8/AV4HDgH+BAjUPyjJPXvAVBKLQYKtdbLlFK/Al7GcAlbrrXem6S+koJV\n",
       "8j//JIHxyLJKvhbcj1XCqmgyhM5NtHNvldAseNsqiWB0GZGTCgpCR8NqHKgZw3zbk8rGA6EJA/8w\n",
       "wxh/Zww6JaRcEARBsMbO4uM14EmtdZtSahJQCcT2nNoCrfVXwHTz80q//c8DzycqP5X4X2BKcly4\n",
       "iuNfeUdKvmYnYVU0GULnJtq5t5MQMFoej3iSCgpCRyN4HPhvR0oYWFbgxCNzryAIgm0iJRksx3j6\n",
       "sBY4UynlLToIvAAMT7l2giAIgiAIgiB0GiI9+fgDMBvojxFg7qWFDH8yIQiCIAiCIAhC5hEpyeBl\n",
       "AEqpG7XWN6dPJUEQBEEQBEEQOiN2Yj7+qpT6LaCAG8y/m7XWzSnVTBAEQRAEQRCEToWdJIN3AoXA\n",
       "JAyXqwpgeSqVEgRBEARBEASh82Fn8TFJa/0boFlrfRj4MTAxtWoJgiAIgiAIgtDZsLP4aFNKdfPb\n",
       "LgPaUqSPIAiCIAiCIAidFDuLj9uAV4G+Sqn/BjYC/51SrQRBEARBEARB6HTYCThfBZRjJAS8AfgF\n",
       "8GAqlRIEQRAEQRAEofNhZ/FxP5APnANkA5cAw4Cfp1AvQRAEQRAEQRA6GXYWH1OBEVprD4BS6llg\n",
       "S0q16kC4m1qgvrG91RCELoeMvc6Hu6kFAGe+nUuTIAiC0BGxM8N/DQwFdprbvYFvU6ZRB+KjHTXc\n",
       "/fRmAK49ZwwTK8raWSNB6BrI2Ot8yDkVBEHoGtgJOAfYpJR6Rin1BMZTD5dS6kWl1Asp1C2jcTe1\n",
       "cPfTm2lt89Da5uGeZzb77toJgpA6ZOx1PuScCoIgdB3sPPn4Y9D2HX6fPUnURRAEQRAEQejiNDc3\n",
       "U1W1O2Kd8vJBadJGSDZRFx9a69eT2aFSKgu4CxgLHAGu1Frv9Cv/JXAFUG3uulprvT2ZOiQDZ34O\n",
       "154zhnueMdwErlkwRvyUBSENyNjrfMg5FQTBn6qq3bzzyxvoV1BgWb63sZHpf72dAQNK06yZkAza\n",
       "Y3ZfAHTTWk9XSk0DbjX3eZkIXKK1/rgddIuJiRVl3Hr9yTgL86ClVYIlBSGJRBpPwWNP6Ph4z+mR\n",
       "o63k52a3tzqCILQz/QoKGFjobG81hBTQHr+STwJeAtBav6eUmhxUPgm4SSnVF1irtb453QrGgjM/\n",
       "B1dxAS+/86UESwpCkrATfOwde9XV7nSrJ6SIHVUHZB4VBEHo5NgNOE8mPYFDftutpiuWl5XA1cBc\n",
       "YIZS6qx0KhcP1fWNEiwpCElCgo+7JnLeBUEQugbt8eTjEOD/HC1La93mt32b1voQgFJqLTABWBtJ\n",
       "oMuV+GO5RGRUW+QacBbm4Sq29lVMdv/JktEZdEjGd0g1qdCxU8mMcTx1qu+eYSRT56iybJ73ZOmU\n",
       "1u+WZjnJlNWR7DbV49bpzAfCu3k6HFBaWhhVj/aeX+rrC23VKymJ/l38ZX5po14y5ZWUFMYkU8gc\n",
       "2mPxsQGYD6xRSp0AfOotUEoVAZ8qpUYCjRhPP5ZHE5io24XL5YxbhrupBWdhHtefN453tuwF4ISR\n",
       "faGlNazMvQe+B6Bfr+4R+48lhiSR75CM9pmgQ7K+Q6pJtptQMr53pskMDj6mpZVtu2oAKHPm2ZJp\n",
       "NX6C99W4j8Qk0w5W/abqeKaaZOkc/P2Dj9HeA9+T5YBfLZ7AGx9/w+adNVzxw1HQ0squqnpf3WQd\n",
       "x2SeD9HJvqxUk+o5y+1uAnLD1vd4oLb2MAUF4fVo77kVoK7usO16duXalZlMed46HXFu7eq0x+Lj\n",
       "aeBUpdQGc/sypdRioFBrvUwpdSOwHuNNWK9qrV9qBx1t4fVLz83J4vy5FWz8/DsARgwJ//aFdR9/\n",
       "y8p/aAAWn6qYO6F/RNkgvs9C18MbfAzGj843Pt3Loy99DsDFPxjOrLH9Ira3Gj/B+xqOtPDIC9ts\n",
       "y7SDjNvo+B+j688bR427iZWvGHPi3MnlfPpFDWdMH0y37KyQ43m6/CgQBEHo8KR98aG19gDXBu3e\n",
       "7le+EiPuI6Px90+eMKyMla9oWtuMtCePvbSNUYOLA+6mgnF3b+U/jtVb9apmxJDikFW2v2yAe57Z\n",
       "bLzZR96iJXQh/J9OPPrS58fG18ufM2pIScj48mI1fv7zmukh+yao3rZl2kHGbXSCj9HXtYd5+vWd\n",
       "vu31G6sYX9mb597axYJZwwLK7nlmMxNH9Gk33QVBEITk0B4B54IgCIIgCIIgdEG6/OLD3dTiCxh3\n",
       "N7VYvl3Far8zP4efnjuWqSP7kJvjYPFpipxsBznZDpacPtzyDmq/Xt1ZfOqxeovmKV/cRzjZU0f2\n",
       "4bpzxsrdUyEphLPxdPRr9WIGO5Q587j4B8NDxleN+wi7vjkQUt+bsM5b/5oFYyhz5oXsGz20NOqY\n",
       "jQWrfmXcBuLMz+H688Zx/tzjWTivksryXlx9zhi652WTk+1gzqRytuyqYf7JQxlYVhhyPGN5iYcg\n",
       "CIKQmXTpK6O/P/HFPxjO6le3c7SlLcBXO5IPd5vH44vzqBxYzDmzj6fN4yEnJ/yabu6E/owYUgxg\n",
       "ufCwkj1VXA2EJNBe8QjJ6Le4Rx4/mjUMAJczL2oMSHDMCEDDkRYmqN6+zyeP7suIQcZYTHThEalf\n",
       "IZD6hiM8//aXnDx+AE+s2wHAhfMqaPNA3+IC3I3NvPjOV1w5f5QcT0EQhE5Il33yEfxO+cde/pzR\n",
       "w8oC3i8f6b3zIe1f+pwvvz3Ek+u+4OG1W31v0bGiX6/uERce8r57Idm0l00lo193Uwv/8+Qmnlz3\n",
       "BU+u+4Kvqg/7YkC8Y9dqvDnzcwLiRh55YRsfbN3PB1v387cXt1HjPkKZMy9pCw+rfoVAvPE7o4eV\n",
       "se7DKt85XPPaDnZ+fZA7n9xES6uHpuZWn63I8RQEQehcdNnFhyAIgiAIgiAI6aXLLj6C/bOXnD6c\n",
       "LbtqAny1I/lwB5ctmqd87RP1HxffcSHZtJdNJaPfYBnHlRZaxoBEIlzciJBevOdhy64a5k4u950P\n",
       "b6yH1TwsCIIgdC663Mzun+DP60/sLMyDllaGHVcEwHElBT43jokVZfzuimm+/UBA2b9eNg2HA8pL\n",
       "C6gY2AswPgcnL/NPquVfVuM+gru5FWe37AA9g32dY0k4KAhWpNN/3t9evWMoO8vhczcMTrRZVWsE\n",
       "o5eXFoSV8a+XGeNwYJlRZ+iAIhyO0HHpHXPB27PG9qPSHKPh3B7dTS2WmbbDfTchOv7HtMZ9hPHH\n",
       "lzCk/xRysuGkcUaeo6wsmDGuP9lZ8C+XTKFnQTa9CkLnTkEQBKHj06Vmc6sEf878HFzFBax+RfvK\n",
       "Fp6qeGq9EQh57pwKVpv7l5w+nOwsB4+8uI2C/BzmnzzMV+Ztc7SljYWnKp57ayeNTS38+MwR9MjL\n",
       "8QXcLj5V8cT6HeTmZHH2ycNYZba3Cpr1XmwlcZmQLNLxAy5SErmLTlc4HA4eM4PFf/LDkTQdaQ0Y\n",
       "R/Mm9A+x+QONR1n5stFm0amKnBwHj75obC8+TZHXLZuHnt8KwI/PGklbm4dHXwxMIBhtHNkZZzIW\n",
       "YyMgEeucCl5490tOP2EQz7/9JT84cTBPrf8CMJILvvXJN5w8fgBvffIN5845ngHF3fn+aJskGRQE\n",
       "QehkdBm3K/8Ef61tHla9qn13X7d9WRNQ9virmtHDyhg9rIzVfvs/313HIy9uo7XNw6nTBgWUedt4\n",
       "P586bRCtbR627KoNCLhdZdY7ddogVvm1Dxc0K8HnQkci2F6/rj3sS8DZ2uZh5SuabV/V+bZzshwh\n",
       "42hPTWOIzevdx9qsflWz9ctj26v+oTlw+Ihve8vOGh41x6l3bO098H3EcWRnnMlYjA3/4zV6WBkr\n",
       "/6E5d04Fj7+6g1OnDeKp9V/4juX6jVWMHlbm+//4q9tx5GSHHO94X9csCEJm0NzczM6dOyL+NTc3\n",
       "t7eaQorpUk8+BEEQBEEQhPahqmo37/zyBvoVWOfs2dvYyPS/3p5mrYR00yWefLibWuiZnxuQCNA/\n",
       "wd+IIWUByf8uNIPHt+yqYaHf/uGDS7j0rJFMHdmH7+oaDPePoDY52Q4WzlN8V9/A1JF9GHN8mWVg\n",
       "+qvv7w5oHy4AVoLPhY6EVXC4/7hbfJpixOAS33ZLmydgjF04TzGwrCDE5tWgY20WzlOMHHJse9Gp\n",
       "ihJnvi8p55gKFxefMSJgbPXr1T3iOAo3zvyTMspYjA3/47VlVw2LT1U8/foOLpxXwavv7+bcOceH\n",
       "BJx7/184rxJPS6skGRSETki/ggIGFjot/8ItSoTORae/cgb7n//70hOA0IDT4OR/448vBWBfdYMv\n",
       "uVlZYR51Dc2+5H9qYElAMPoos3117fe+WI6pI/qEBPqONWWXOfMYd3wpeXk5IQHn/kiiLaEjEWyv\n",
       "G7bu942hbrnZFHfP9W33zMtlxsg+KL+XNVjJADh+gPFCCG/AeWV5L3JzsigrzOOjHTUBSTknjujN\n",
       "qMGBCQSjjaPgF1BYxXfIWIyNiRVl/GLhBN745BteePdLrl4whrJeeYwaXMKh75s5b04F4GGAqwfD\n",
       "BhRRmJ/DjHH9Ke3RjQLz+MrxFjoazc3NrFmzyrLM6czH7W7iggsW0a1bt6T3u2HDmxHrnHTSzKT2\n",
       "KQjx0Klnc3+fY4A7ntpk/LgIcxHzX5CUOfNwN7Vw2xObfO2njuzDxs+/820//MJW/vOa6YwYWkZ1\n",
       "tZt+vbrjbmrhd0/+r6/OPc9sDunT/wlHmTMPl8tJdbU74neRC6/QkfBP7vfQ81t94yEn28GPZg3j\n",
       "yXVf+LZvvf7kgLdcBcvw4l10eOnXqzsul5NdVfUB49w75sI9SYymt6u4IKxMSXgXG+6mFv666mPf\n",
       "cbzlsY3cev3JdMuFW+//OMAuxlf25pPt3/Gf10z3LTxA5j6h41FVtZu717xLXo9eluVHGg5wwgkn\n",
       "MmxYRdL7/X+v3UZBSQ/L8sa6Bu4YOCipfQpCPKR9VldKZQF3AWOBI8CVWuudfuXzgX8DWoAHtNb3\n",
       "p1tHQRAEQRCEeOmvplNYPMCy7HD9Nynr1zW8H87+1ose97cHUtavIMRCe8R8LAC6aa2nAzcCt3oL\n",
       "lFK5wF+AU4FZwFVKqd7xdpSoj3Zw+xNG9g3xJQ++uyp+4YJwDKvkfuWlhUkdH6kYczKOk0O44xhs\n",
       "F/5JBiX5oyAE0tzczPr1r4b9e/nll+UNUUKHoj2upicBLwFord9TSk32KxsBfKG1PgiglHobmAk8\n",
       "EW9nifpoW7UP9iVPdp+C0JmYNbYfo4aUBMQ2JXt8pGLMyThODhMryrjvN/NwHz4ScBy9dgHgcMCp\n",
       "U8pl4SEIFthypyr6S5q1EoT4aY8rak/gkN92q1IqS2vdZpYd9CtzA0WJdpiMu6D+2LlAyo8VQThG\n",
       "cGxTKsZHR5HZFXEVF0BLa8h+WWwIgj3EnUroTLTHlfUQ4J+m1rvwAGPh4V/mBOqjCXQlIettojLa\n",
       "u73okJz26SAVOorMrikz1SRT52TJyjQ5yZTV2XVKNaket05nPhC6iPbicEBpaSFHjuRGlVtSUmhb\n",
       "3/r6Qlvy7GC3nrduLDp+aVNmtHpeHe3W60g2Khi0x+JjAzAfWKOUOgH41K/sc6BCKVUMNGC4XN0S\n",
       "TWC0N0VFw87bpjK5veiQnPZeGakmUR2DScb3FpkdU2aqSZbOyfr+mSYnmbK6gk6pJtXj1u1uAsIv\n",
       "LDweqK09THPzkaiy6+oO29a3ru5wUurEUs9b95tvaqmq2h2xXnn5oKT2H6usjji3dnXaY/HxNHCq\n",
       "UmqDuX2ZUmoxUKi1XqaU+hXwMkYw/HKt9d520FEQBEEQBKFLIxnJhVSQ9sWH1toDXBu0e7tf+fPA\n",
       "82lVShAEQRAEQQjBm5FcEJJFe7xqVxAEQRAEQRCELogsPgRBEARBEARBSAuy+BAEQRAEQRAEIS3I\n",
       "S+wFQRAEQRCEEI4ePcrexsaw5XsbGznu6FFyc6O/XlgQvMjiQxAEQRAEQbBkxdgcCkqsFxeNdTlM\n",
       "SbM+QsdHFh+CIAiCIAhCCLm5uVGzq8tTDyFWJOZDEARBEARBEIS0IIsPQRAEQRAEQRDSgiw+BEEQ\n",
       "BEEQBEFIC7L4EARBEARBEAQhLcjiQxAEQRAEQRCEtCCLD0EQBEEQBEEQ0oIsPgRBEARBEARBSAuS\n",
       "50MQBEEQBCHNNDc3s2bNqoh1LrhgUZq0SQw7mdCbm5vTqJGQyaR18aGU6g48CrgAN/ATrXVNUJ3b\n",
       "gJPMcg+wQGt9KJ16CoIgCIIgpJKqqt3cveZd8npYJ/A70nCAE044Mc1axU+0TOinpVkfIXNJ95OP\n",
       "a4FNWus/KKUWAv8K/CKozkTgNK11XZp1EwRBEARBSBv91XQKiwdYlh2u/ybN2sSPnUzo3bp1A+Tp\n",
       "h5D+mI+TgJfMzy8B8/wLlVJZQAWwTCn1tlLqsjTrJwiCIAiCIAhCikjZkw+l1BWEPtXYD3hdqNxA\n",
       "UVB5AXA78BdTt/VKqQ+11ptTpacgCIIgCEI0Crrnk33oM7Kysi3Lcxuryc42yhoPfhdWjn+Z3XoN\n",
       "1e6w9fzLklEvFTL9y6LFhgyJsZ7Q8XB4PJ60daaUehK4WWv9gVKqCHhbaz3GrzwLKNBaHza3/wvY\n",
       "rLV+NG1KCoIgCIIgCIKQEtLtdrUBONP8fAbwZlC5At5WSmUppXKBGcDGNOonCIIgCIIgCEKKSHfA\n",
       "+d3Aw0qpt4AjwEUASqlfAl9orZ9TSj0CvAscBR7SWm9Ls46CIAiCIAiCIKSAtLpdCYIgCIIgCILQ\n",
       "dZEM54IgCIIgCIIgpAVZfAiCIAiCIAiCkBZk8SEIgiAIgiAIQlqQxYcgCIIgCIIgCGkh3W+7Sgil\n",
       "VG+MV++eorXe7rd/PvBvQAvwgNb6/jhk/BK4Aqg2d13tX27W+Qg4aG7u0lpfEasOUWTY0eE3wHwg\n",
       "F7hDa/1wHDpEkhFRB6XUT4BLzc3uwDigj9b6kB0dbLS3cwyygPuBSqANWKq11naPg432UXWIhlJq\n",
       "GkZOmzlB++OSbb56+gFgEJAH/FFr/Zxfue0xEIPMmHVVSmUDyzCOrQe4Rmu9JUE9o8mM+3wlY06J\n",
       "QWYieiY898SgfxZwFzAW462EV2qtdyYgz3IsxCgjoq3GICeiLcUhz/JcxyEn7PmNUU7YuT1GORHn\n",
       "6RjkRJxr40Up1R14FHBhJCz+ida6JqjObcBJZrkHWGClfzR7j3POiiYzkbkg3LUlkTkraderjnKt\n",
       "Mtsl/Xol2KPDLD5M47sXaLDY/xdgMtAIbFBKPau1DkkbGk6GyUTgEq31x2H6zwewuoDa1SGSDJs6\n",
       "zAZO1FpPV0r1AP45Dh3CyrCjg3kxe9iUdQdwv9/CIaoOkdrb6d/kNKCH1nqGUmoe8Cfg/BiOQ9j2\n",
       "MegQFqXUPwMXA4ctiuOVvQSo1lpfopQqBj4BnjP7sz0G7MpMQNcfAm3msZ2FcWwXJKhnWJkJ6JmU\n",
       "OcWuzAT1THjuiZEFQDdzjpgG3Erg8bZNlLEQC9Fs1S7RbMk2Uc51LHKiXRfsyplN5LndNjbmabtE\n",
       "m2vj5Vpgk9b6D0qphcC/Ar8IqjMROE1rXRdFVlh7T2B8RRtD8c4FluMpwTkr2derjnKtgtRcrwQb\n",
       "dCS3q1sw8oTsDdo/AiNHyEGt9VHgbWBmjDIAJgE3KaXeUkrdaFE+DihQSr2slHrNnFBi1SGSDDs6\n",
       "nAZsVko9gzHwno1Dh0gy7OgAgFJqMjAq6E6A7XMRpr3d/r8HipRSDqAIaI5Rh0jt7eoQiS+AcwGH\n",
       "RVm8stcAvzM/Z2HcifESyxiwKzMuXbXWfweuNjcHA/WJ6hlFZlx6miRjTrErMxE9kzH3xMJJwEsA\n",
       "Wuv3MC6+8RJpLMRCNFu1hQ1bioVI5zoWol0X7BJtbo+ZCPO0XaLNtfHis1Hz/zz/QvPJQwWwTCn1\n",
       "tlLqMjuyLOw93vEVbQzFOxeEG0+JzAPJvl51iGsVpOZ6JdijQyw+lFKXYqx6XzF3+Q+Snhx7XA3G\n",
       "I9aiGGUArMQwwrnADKXUWUHlDcAtWuvTgWuAx8wJzrYOUWTY0cGFMcjO97b3K7OrQyQZdnTwchPw\n",
       "+6B9dnUI195u/xuAfOBzjDuP/xOjDpHa29UhLFrrpwj/4ygu2VrrBq31YaWUE2Mi/q1fcSzH3a7M\n",
       "RHRtVUo9BNwOrEhUzygy49IzGXNKjDLj0tMkGXNPLPQE/O9ytwbNU7aJMhZikRPNVmORFcmWbGHj\n",
       "XMdCtOuCXaLN7fEQbp62S7S5NipKqSuUUpv9/zBs3GujVjZfgHF+lwA/AK5TSo0J00Uke493fEUb\n",
       "Q/HOreHGUyJza1KvVx3pWmXKTvr1SohOh1h8AJcBpyql1gPjMbKk9zbLDgJOv7pOrO9mRZIBcJvW\n",
       "us5c4a4FJgS13445mWutdwC1QL8YdYgkw44ONcArWusWbfgzNimlymLUIZIMOzqglOoFVGqt3wgq\n",
       "sqVDhPa2+sdwJ9igtVYcO5fdYtAhUnu7OsRL3LKVUuXAOuARrfUqvyK75z4WmQnpqrW+FMOPdpky\n",
       "/LMT0jOCzHj1TMacEovMePWE5Mw9sXAoSGaW1rotQZkJE8VWYyKCLdnF6lz3iVOdaNcFu0Sb22Mi\n",
       "yjxtl2hzbVS01su11mP8/wi0eydwIKhZI3C71rpJa30Yw27Ghekikr3HO76ijaFkX2NSMQ9AnHp2\n",
       "pGsVpOZ6JUSmQ8R8aK1neT+bk/3Vfn53nwMVph9gA8ZjsVtikaGUKgI+VUqNxJi05gLLg0RchhE8\n",
       "9lOlVH+MVfG+WHSIJMOmDm8DPwf+YrbvAXj9We3qEFaGTR0wZb9msd+uDpbtY+i/B8fuKtVjBFfm\n",
       "YDzSt6ND2PYx6BAzicg2f9i8AlyntV4fVGz3uNuWGa+uSqlLgOO01n/GcLlowwjkS0TPsDLj1TMZ\n",
       "c0osMhO0q2TMPbGwASNoeY1S6gTg0wTlJUwU+49FjpUtxbywCnOu98epltX5jceVy2pur41TJwg/\n",
       "z8eC1VybnaBMMGz0TOAD4AzgzaByBaxUSk00+5sBPBRBVjh7j3d8hZWZomtM0ueBBK4BHeJaZbZN\n",
       "+vVKsEeHWHxY4FBKLQYKtdbLlFK/Al7GeJKzXGttZ+IOlnEjsB7jzRSvaq1fCqq/HHhQKeWd5C4D\n",
       "LlRKxaJDNBkRddBar1VKzVRKvW/2cx2wMBYdbMiIdhzAuEPg/+aOWM9FpPZ2+r/FPI5vYVzMfgP8\n",
       "KIbjEK29HR3s4P2BHOv3s+ImjEe+v1NKeX1fl2EEc8Y7BqLJjEfXJ4CHlFJvYBzbnwPnxDhOYpWZ\n",
       "jPOVjDklmsx49UzG3BMLT2Pc1d/g11+ieKJXiYiVrZ6htW6KUU6ILWmtjySoW6KEnN94njRZze1a\n",
       "60SOe8A8HSchc63W+vsEZYIRa/OwKfcIcBH43nr0hdb6OaXUI8C7wFHgIa31tjCyQuw9CXNBNJmJ\n",
       "zllW15ZE54FkXa86yrUKUnO9Emzg8HgSvSYIgiAIgiAIgiBEp6PEfAiCIAiCIAiC0MGRxYcgCIIg\n",
       "CIIgCGlBFh+CIAiCIAiCIKQFWXwIgiAIgiAIgpAWZPEhCIIgCIIgCEJakMWHIAiCIAiCIAhpQRYf\n",
       "nQSl1O+VUv83Sp2vlFIDk9zvg8rIPJoS+ULnxo7d2pCxVinV12L/80qpWUqpnkqpp819g5VSXybS\n",
       "n9B58J+/ItR5XSk1K0J50m1KKVUkNitYkQybtdFHf6XU2jBlh83/U5VSN5ufL1VKPRhvf0LXo6Mm\n",
       "GRRCsZOwJRVJXWZzbBHrARwp6EPovCRsk1rrsyLI9gAlwPhE+xE6JbOJfhPOa0fppBixWcGa2aTY\n",
       "ZrXW3wKR5lWAkUCfePsQujay+EgjSqnjgMeAAqANuMH8/xdzXw1wtdb6K6XU68BmYDqQD/xCa/0P\n",
       "pdRo4HagEOgN3Kq1/p8Y9cjGyDw7C8jGyP7630qp2RiZRBuAEWb/F2mtjyqlbgB+BhwAPsfIfNsE\n",
       "9AfWKqVmmuJ/p5SaYH6fH2ut34/tKAmZRnvarVLq14BLa32jUupU4Emgl9a6TSm1BZgDvA/MBPYD\n",
       "9wFTgT1AKcZi+Hagv1LqSeBXQHel1EpgNFAPLNBa1yV4mIQMwJzD/tXcPA7DNq4EFmFkL84CNgI/\n",
       "BX5J4Px1CqZ9mH9Xaq3firH/PsA9QDnGGPmN1vo1pdTvgQHA8cAg4H6t9X8qpXLN+icB32D8sPsP\n",
       "4NeIzXYJ2sNmlVLPAXdqrV9SSv0JmKC1PlMp1Q944YpmlQAABfZJREFUBfgh8IbWerBSahDwKOAE\n",
       "PgKylFJFwB+AHkqpmzBs93il1HpgIPCa1vqqBA+N0IkRt6v0cjnwnNZ6CvDPGD+YlmH8wJ+E8WNu\n",
       "mVnXA+SY+5cAD5sXqiuA/9BaTwXmAn8y69t94uAAlgIeU/Y04EdKqRlm+YkYk9wIjEnkdKXUWOA6\n",
       "YCJwMlBhtv8v4FvgTL8L4Rat9UTgf4B/sn9ohAymPe32eYwLLOb/BmCSUmoIcEhr/R3Hnrj9DMjW\n",
       "Wo8ArgYqzbLrgW+11ueZ9VwYi58xGAuWRfEdFiFDOQHj/I/AWAD/H4wfcydqrScA1cA/aa1vxpy/\n",
       "MG6qXA2cpbUeD/yX2S5WbgMe0FpPBn4E3KuUKjTLxgCnYsy5N5o/4K4BumuthwOXAVMQm+2KpNtm\n",
       "/efVmcBwpVQW8APA627lfcJxB/CI2cdaDHs9CPwb8Het9X9i2OhA4BzzO5yhlBoR81EQugzy5CO9\n",
       "vAo8ZT4ZWAu8CPwOeFYp5a3j9Kt/D4DW+hOl1F6Mi9evMQb2jcA4oEcceswDximl5prbPTDuqG0D\n",
       "PjMfuaKU2obhslKB8ePT6+u5EugVRvYz5v+twHlx6CZkHu1mt1prbfq/9wJmYFwIZ2EsQoJ9kmcD\n",
       "95rtvlJKrTP3By9wvtVaf2h+3gKU2dFF6DC8qrXeCaCU+hvwNMaPt/dMe+2GcSfZh/kk7RzgbGVU\n",
       "mgW0xNH3PKNb9QdzOwcYhvFDbp3WugWoVkrVAUVm/ftMHfYopV4z24nNdi3SbbNrMebvQgzb3IRx\n",
       "c/EHGDcO/e1vNrDY7PNJpdQhc78jqN6bWusD5nfYidioEAFZfKQRrfU7SqmRGI80F2I8gdhl3tnA\n",
       "vPPgHzjb6vc5y9xeA9QCzwGrTDkQm39nFvB/tNbPmP26ADfG3Zcmv3reO8qtGO5ZXiLdrfZOfhL/\n",
       "0UnIALt9CTjXrLsW+COGS8vvgup5CHyaG+5C7L9f7LTz4X9+szFsYrXW+hcA5g+ugGufue9D4GHg\n",
       "dYwfYz+Lo+8sYI7fj7ABwF5gAXDEr164uTUcYrOdm7TarNb6a3PePg/YgPE0bR4wydwe5Fdd5lUh\n",
       "6YjbVRpRSv0ZuERr/QjGY/VxQLGfy9PlGL71YAzcJWa7yRhPGjZjTBD/V2v9HMYdCe+Pv1gG+jrg\n",
       "KqVUjlLKCbyF4ScfjteAM5VSTqVUN4wJy/ujsQXIjaFvoYORAXa7FiMW6S2t9ScYgY4V5md//gFc\n",
       "opRymL7Ls839LciNlq7EHKVUX9O+LgF+AZyrlHIppRzA3RhxS3Bs/qrEWAj8GeOH3JnYWxQEsw7D\n",
       "bRWl1CiMH4QFhLfzf2C6UCml+mPYrAex2a5Ge9jsixixJusx7PZ64H+11sE3hP4BXAqglDodwxvC\n",
       "q4fYqBAXsvhIL3cC5ymlPgaeAq4CLgRuVUptAn6M8UMOjAvQ8UqpjRhuLAu11m3A74G3lVIbgOEY\n",
       "rlJDsP92C48pbwfwMUZw23Kt9ZthZHi01lswgnbfBd4EDgHfm+XPYwS/DbboJ91viBFSQ3vb7RsY\n",
       "T1ZeN7c/Mvf548G4QNeYsh8FPjXL9gFelxZLG4/Sv9Cx+AZjMbwF+BrDVe/fMX5gfWbWudn8/zzG\n",
       "4vYA8AmG7byBYTuxvDbca0PXAyeY42IlsMR0Vw1nd8sAt1JqM/AQsBtjbhWb7Vq0h82uNeu/jXGD\n",
       "KNeU7cVrYz/FcO3ahHFjab+5/z0MW/8zcr0XYsTh8Yi9ZCLmWyP+JRPeFqWUqsAIavtvc/sZYJnW\n",
       "2vI94ELXJZPsVuh6mG8O+het9RntrYsdlFJnAg6t9VozAP0jYJLXbUvo/HQ0mxWEZCCPzDoZZpBt\n",
       "sUXR3Vrr++IUuxuYYt6d8wAvycJDSCYpsluh65GSO7BKqWHAE2GKr9T/f/t2aAMgEANQtNt0MObA\n",
       "sQnzcJKk22CwBAQpgvdcc+LMmZ/mqraLszt7RKyZuZzzLDx+54s3O1XVePtOeMrmAwAAaOHPBwAA\n",
       "0EJ8AAAALcQHAADQQnwAAAAtxAcAANDiAFgLmxY3y7EoAAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1aabb828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# pair plot example\n",
    "sb.set(style=\"darkgrid\")\n",
    "df = sb.load_dataset(\"iris\")\n",
    "sb.pairplot(df, hue=\"species\", size=2.5)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
